{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import statistics\n",
    "import glob\n",
    "import time\n",
    "from sklearn.model_selection import train_test_split\n",
    "import xgboost\n",
    "import os\n",
    "from preprocess import data_preprocessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.notebook.set_autosave_interval(60000)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Autosaving every 60 seconds\n"
     ]
    }
   ],
   "source": [
    "%autosave 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (8, 8)\n",
    "pd.set_option(\"display.max_rows\", 200)\n",
    "pd.set_option(\"display.max_columns\", 200)\n",
    "sns.set_style(\"darkgrid\")\n",
    "os.chdir(\"/home/cwshpmu2282/Desktop/EVRangePrediction/data/raw/combined_raw_csv/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cwshpmu2282/anaconda3/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n",
      "Port 8787 is already in use. \n",
      "Perhaps you already have a cluster running?\n",
      "Hosting the diagnostics dashboard on a random port instead.\n",
      "  warnings.warn('\\n' + msg)\n"
     ]
    }
   ],
   "source": [
    "from dask import compute, persist\n",
    "from dask.distributed import Client, progress\n",
    "\n",
    "client = Client(os.environ.get(\"DISTRIBUTED_ADDRESS\")) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3>Client</h3>\n",
       "<ul>\n",
       "  <li><b>Scheduler: </b>tcphttps://43985-dot-4948079-dot-devshell.appspot.com\n",
       "  <li><b>Dashboard: </b><a href='https://39148-dot-4948079-dot-devshell.appspot.com/status' target='_blank'>https://39148-dot-4948079-dot-devshell.appspot.com/status</a>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3>Cluster</h3>\n",
       "<ul>\n",
       "  <li><b>Workers: </b>8</li>\n",
       "  <li><b>Cores: </b>32</li>\n",
       "  <li><b>Memory: </b>58.29 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: scheduler='tcphttps://43985-dot-4948079-dot-devshell.appspot.com' processes=8 cores=32>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\n\\nis_delayed = (df.DepDelay.fillna(16) > 15)\\n\\ndf['CRSDepTime'] = df['CRSDepTime'].clip(upper=2399)\\ndel df['DepDelay']\\n\\ndf, is_delayed = persist(df, is_delayed)\\nprogress(df, is_delayed)\\n\\n\""
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_name='raw.csv'\n",
    "import dask.dataframe as dd\n",
    "\n",
    "df=dd.read_csv(file_name)\n",
    "\n",
    "frac = 0.3\n",
    "df = df.sample(frac=frac) # we blow out ram otherwise\n",
    "\n",
    "'''\n",
    "\n",
    "is_delayed = (df.DepDelay.fillna(16) > 15)\n",
    "\n",
    "df['CRSDepTime'] = df['CRSDepTime'].clip(upper=2399)\n",
    "del df['DepDelay']\n",
    "\n",
    "df, is_delayed = persist(df, is_delayed)\n",
    "progress(df, is_delayed)\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>EVIRT_Min</th>\n",
       "      <th>EVMGF</th>\n",
       "      <th>EVDI2</th>\n",
       "      <th>EVSOMI</th>\n",
       "      <th>EVBMI_Latest</th>\n",
       "      <th>EVBMA_Latest</th>\n",
       "      <th>EVACS</th>\n",
       "      <th>EVIRT_Max</th>\n",
       "      <th>EVCFN</th>\n",
       "      <th>EVODO</th>\n",
       "      <th>EVPWA_MIN</th>\n",
       "      <th>EVBMA_Min</th>\n",
       "      <th>IMEI</th>\n",
       "      <th>EVBBV</th>\n",
       "      <th>sp</th>\n",
       "      <th>EVACO_Z</th>\n",
       "      <th>EVMGT</th>\n",
       "      <th>EVGPO</th>\n",
       "      <th>EVBMA_Max</th>\n",
       "      <th>EVMSC</th>\n",
       "      <th>EVOAS</th>\n",
       "      <th>EVSOH</th>\n",
       "      <th>EVMGR</th>\n",
       "      <th>EVMGS</th>\n",
       "      <th>EVSMA_MAX</th>\n",
       "      <th>EVTRQ</th>\n",
       "      <th>EVPWA_MAX</th>\n",
       "      <th>EVBFN</th>\n",
       "      <th>EVCOM_Latest</th>\n",
       "      <th>EVVSP</th>\n",
       "      <th>EVIGM_Latest</th>\n",
       "      <th>EVDR1</th>\n",
       "      <th>EVSOMA</th>\n",
       "      <th>EVACP</th>\n",
       "      <th>EVTRE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>110750</th>\n",
       "      <td>110750</td>\n",
       "      <td>27</td>\n",
       "      <td>179.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.582721e+14</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2135000.0</td>\n",
       "      <td>-212.0</td>\n",
       "      <td>57.2</td>\n",
       "      <td>11.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-181.0</td>\n",
       "      <td>2387.0</td>\n",
       "      <td>82.8</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44</td>\n",
       "      <td>36.6641</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>47.0588</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72055</th>\n",
       "      <td>72055</td>\n",
       "      <td>16</td>\n",
       "      <td>154.4</td>\n",
       "      <td>21.0</td>\n",
       "      <td>99.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>1.8125</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.582721e+14</td>\n",
       "      <td>59.0</td>\n",
       "      <td>485500.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>96.4</td>\n",
       "      <td>11.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-157.0</td>\n",
       "      <td>2885.0</td>\n",
       "      <td>73.8</td>\n",
       "      <td>96.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36</td>\n",
       "      <td>43.5859</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.5882</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185241</th>\n",
       "      <td>185241</td>\n",
       "      <td>32</td>\n",
       "      <td>179.4</td>\n",
       "      <td>27.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>-0.3750</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.582721e+14</td>\n",
       "      <td>65.5</td>\n",
       "      <td>44100.0</td>\n",
       "      <td>-104.0</td>\n",
       "      <td>-15.8</td>\n",
       "      <td>11.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-180.6</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>87.4</td>\n",
       "      <td>-15.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>18.0391</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162706</th>\n",
       "      <td>162706</td>\n",
       "      <td>17</td>\n",
       "      <td>179.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>99.9</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>-0.5000</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>783.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.582721e+14</td>\n",
       "      <td>54.5</td>\n",
       "      <td>970600.0</td>\n",
       "      <td>-204.0</td>\n",
       "      <td>-16.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-180.8</td>\n",
       "      <td>1682.0</td>\n",
       "      <td>71.1</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49</td>\n",
       "      <td>26.2812</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95775</th>\n",
       "      <td>95775</td>\n",
       "      <td>27</td>\n",
       "      <td>179.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>99.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>728.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.582721e+14</td>\n",
       "      <td>58.5</td>\n",
       "      <td>637500.0</td>\n",
       "      <td>-212.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-180.6</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>91.3</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42</td>\n",
       "      <td>15.4219</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>29.8039</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0  EVIRT_Min  EVMGF  EVDI2  EVSOMI  EVBMI_Latest  \\\n",
       "110750      110750         27  179.0   32.0   100.0          25.0   \n",
       "72055        72055         16  154.4   21.0    99.8          20.0   \n",
       "185241      185241         32  179.4   27.0   100.0          23.0   \n",
       "162706      162706         17  179.2   25.0    99.9          21.5   \n",
       "95775        95775         27  179.4   32.0    99.6          24.0   \n",
       "\n",
       "        EVBMA_Latest   EVACS  EVIRT_Max  EVCFN  EVODO  EVPWA_MIN  EVBMA_Min  \\\n",
       "110750          25.5  1.0000         80    0.0  741.0        0.0       25.0   \n",
       "72055           21.5  1.8125         80    0.0  714.0        0.0       20.0   \n",
       "185241          24.0 -0.3750         80    0.0  795.0        0.0       24.0   \n",
       "162706          22.5 -0.5000         80    0.0  783.0        0.0       20.0   \n",
       "95775           25.0  0.2500         80    0.0  728.0        0.0       25.0   \n",
       "\n",
       "                IMEI  EVBBV         sp  EVACO_Z  EVMGT  EVGPO  EVBMA_Max  \\\n",
       "110750  3.582721e+14   64.0  2135000.0   -212.0   57.2   11.0       25.5   \n",
       "72055   3.582721e+14   59.0   485500.0   -253.0   96.4   11.0       21.5   \n",
       "185241  3.582721e+14   65.5    44100.0   -104.0  -15.8   11.0       24.0   \n",
       "162706  3.582721e+14   54.5   970600.0   -204.0  -16.5   11.0       22.5   \n",
       "95775   3.582721e+14   58.5   637500.0   -212.0   36.1   11.0       25.0   \n",
       "\n",
       "        EVMSC  EVOAS  EVSOH  EVMGR   EVMGS  EVSMA_MAX  EVTRQ  EVPWA_MAX  \\\n",
       "110750    0.2   20.0  100.0 -181.0  2387.0       82.8   28.5        0.0   \n",
       "72055     0.0   14.5  100.0 -157.0  2885.0       73.8   96.7        0.0   \n",
       "185241    0.0   21.0  100.0 -180.6  1158.0       87.4  -15.7        0.0   \n",
       "162706    0.1   17.0  100.0 -180.8  1682.0       71.1  -16.0        0.0   \n",
       "95775     0.0   21.5  100.0 -180.6  1017.0       91.3   37.0        0.0   \n",
       "\n",
       "        EVBFN  EVCOM_Latest    EVVSP  EVIGM_Latest  EVDR1  EVSOMA    EVACP  \\\n",
       "110750    0.0            44  36.6641            32      0   100.0  47.0588   \n",
       "72055     0.0            36  43.5859            25      0   100.0  70.5882   \n",
       "185241    0.0            35  18.0391            29      0   100.0   0.0000   \n",
       "162706    0.0            49  26.2812            26      0   100.0   0.0000   \n",
       "95775     0.0            42  15.4219            31      0   100.0  29.8039   \n",
       "\n",
       "        EVTRE  \n",
       "110750   50.0  \n",
       "72055    50.0  \n",
       "185241   50.0  \n",
       "162706   50.0  \n",
       "95775    50.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df=data\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(\"Unnamed: 0\",axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 19.4 ms, sys: 1.04 ms, total: 20.4 ms\n",
      "Wall time: 18.6 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "X = df.drop(\"EVSMA_MAX\",axis=1)\n",
    "y = df.EVSMA_MAX.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 20s, sys: 26 s, total: 2min 46s\n",
      "Wall time: 9min 38s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import dask_xgboost as dxgb\n",
    "import xgboost as xgb\n",
    "\n",
    "params= {\n",
    "    \"eta\": 0.01,\n",
    "    \"max_depth\": 16,\n",
    "    \"subsample\": 0.8\n",
    "}\n",
    "\n",
    "bst = dxgb.train(client, params, X, y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cwshpmu2282/anaconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "ax = xgb.plot_importance(bst, ax=ax, height=0.9, importance_type = \"cover\" )\n",
    "ax.grid(\"on\", axis=\"y\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"/home/cwshpmu2282/Pictures/index.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cwshpmu2282/anaconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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jadNn2bJlE+vWrWH48BAAqlWrxqpV64oca+fOH7Cze7QHl5V1aksHUFJsbW3ZtGmT6WfEiBHodDq2bt1aqF9cXJzpdOZp06ZRo0YNtm/fzvbt26levTrTpv29J6+7uztff/018fHxvPvuu6xatYovv/wSgGPHjjFv3jxiYmLYtm0bMTExzJs3j2PHjpXcpIUQQgghSpmsrEwSE3+ne/cgAKytrXF0dCQlJZkmTZoB0Lx5S3bu/OFfx8rOzmb9+rUMHjzskcZc1pWZgqEotWrVwsnJicTERFNbfHw8Op2O5ORkDh8+TGhoqOna6NGjOXz4MCkpKXeMVaNGDcLDw1mzZg0AK1euZOTIkdSoUcN0fcSIEaxcufIRz0oIIYQQovQ6d+4sWq2WOXNmEhzcm7lzZ5GTk0OtWrXZs2cnAD/+uJ20tDTTPefPn+PllwcyZswIEhN/N7WvWLGU/v1fxNbWtsTnUZaUmYIhNzeXoKAg08+tJws6nY64uJvvDBw6dAitVouHhwcnT57Ey8sLjUZjGkOj0eDl5cWJEyeK/I6GDRty+vRpAE6ePEmjRo0KXX/mmWc4efLko5ieEEIIIcRjwWAwcPz4n/TsGczGjbHY2trx6aermDo1ktjYLxg69EWys7OxtrYGwNnZhS+/3MLHH69jzJgJzJwZQVZWJidO/Elqairt2/tZeEZPvjLzDsOtJUm30+l09O/fn/Dw8ELLkRRFKfJo77u137pW1J/v514hhBBCiLKgTp2aVKlShbZtW6DRqAkMDGDFihV4e0/k448/BiApKYkDB/ah1doD9oAWgFatnsXd3Z1r1y5y6tSfnDhxjL59e2AwGLhy5Qrjx4ewatVqy03OAjQa9f/n6dEpMwXD3bi5uVGtWjUOHDhAQkICGzZsAMDT05MjR45gNBpRq28+iDEajRw7dozatWsXOdaRI0dM1+rUqcPhw4epX7++6fr//ve/u94rhBBCCFEWWFk54OJSmT/+OELjxg3YsWM31avX5K+/UqlY8SmMRiPR0e/TvXtP0tOzuXbtGk5OTmg0Gs6eTSUpKQknJ2e6du1B1649gJtLlqZMGc977y0tc9u0yraqJUSn0xEVFYW7uzuurq4A1KxZkwYNGhATE8OYMWMAiImJoWHDhtSsWZPU1NRCY6SmpjJ//nxefPFFAIYNG8a4ceNo1aoV1atXJzU1lWXLlrF48eKSnZwQQgghRCkzYcJkZs6cjtFowNXVjalTZ7BtWxyxsV8A0L69HzrdzWIgMfE3VqxYhkajQaNRM2nSVJycKlgy/DKnzBzcdvu2qr6+vkyaNAmAq1ev4uvrS0REBAMGDDD1uX79OrNmzSIxMRFFUWjSpAmRkZE4OTkVua3qgAED6NOnj+n+hIQEoqOjTduqvvrqq3Tu3PlfY5VzGIQQQgjxJEqaq+PSpQzTZzm4rfjkpOcySgoGIYQQQjyJpGAwP1mSVAYZjQpJc3WWDkMIIYQQwuxy8vSWDkE8BCkYSqF/Vt7i4chvLMxD8mgekkfzkDyah+TRPCSPoiyRJUmljNGooFbL1qtCCCGEKP1y8vRk3sh56Pul8Co+WZJUBqnVKnmHQQghhBCPhaS5OjKBjIwM5s2bxenTp1CpVEydGkm5cuV4++0o8vPz0Wg0TJz4Gg0aNEJRFBYtWsC+fXuxt7cnPDySevVubkMfE7OYffv2ADBkyCt06PDvm8WIR++xKhhu3+lIp9ORl5dHfn4+EydONLUfPXqUsLAw4uPj8ff3Z+PGjTz11FOm+w0GA9WrV2f+/PmcP3+eKVOmAHD+/HnKly+Po6MjFStWZNWqVXfEkJqaSocOHQgJCWH8+PHA37ss9evXj8jISD777DPs7Ozo2bPno02IEEIIIUQpsGjRAlq2bMPs2fMpKCggNzeXyMhwXn55OK1bt2Xfvj3ExCzm/feX8/PPezlz5gzr139FSspJZs+ezYcfruann/Zw/PgxPv54HQUFBYwZM4JWrdrg4FDe0tMr8x6rgqGo05pPnz7N8OHDCxUM/zyx+W73v/baa6xdu5aQkBBTW3h4OM8//zxdu3a9Zxw1atRgx44dpoJh27Zt1KlTx3T9n1uzCiGEEEI8ybKyMklM/J1p094AwNraGmtra1QqFdnZWQBkZmbi4lIJgN27d9K1awAqlQpvb28yMzO4fPkySUmnadKkGVZWVlhZWVGnjic//7yPDh06WWpq4v+pLR1AcdWqVQsnJycSExNNbfHx8eh0995pqEmTJqSlpT3Ud9ra2lK7dm3++9//mr6vW7dupuvR0dGsXLkSgEGDBvH2228THBxMly5dOHjw4EN9pxBCCCFEaXTu3Fm0Wi1z5szk5ZcHMnfuLHJychg7diJLliyid28dS5YsYtSomwfhXr58icqVXU33V65chcuXL1KnTl327/+J3Nxc0tPT+e23X7l48eH+rSbM67F6wpCbm0tQUJDp88iRIwkICECn0xEXF4e3tzeHDh1Cq9Xi4eFx13EMBgP79u0jODj4oWMJCAhg69atVKpUCbVaTeXKlbl48eJdv2/jxo3s3LmT999/v8ilTkIIIYQQjyM7O2uOH/+T6dOn07ixN1FRc9i4cS0ZGRlMnTqVTp06s21bPAsWvMWKFR+h0ahxdCyHVmuPRqPGykqNo6MdrVr58Ndfxxk9ehgVKz5Fs2ZNKF/eDq3W3tJTLNU0GvUjz9FjVTAUtSQJbr7L0L9/f8LDw++6HAn+LjjOnj1Lw4YNadu27UPH4uvry6JFi3B2diYgIOCefTt1uvkorWHDhpw9e/ahv1MIIYQQorSxs3OiUqXKuLt7kp6eTZs27fn001X88cchQkLGk56eTcuWzxEZGUl6ejYVKzpz6lQytWp5odXac+7cecqVcyQ9PZt+/V6iX7+XAHjjjWm4uFSRXZT+RUnskvTYL0kCcHNzo1q1ahw4cICEhIRCy4P+6VbB8eOPP1JQUMDatWsf+jttbGxo2LAhH3/8MZ073/sNfhsbGwDUajUGg+Ghv1MIIYQQorRxdnahcuUqpKQkAXDw4AE8PGrh4lKJ33//FYBff/2F6tVrANCuXXu2bduKoigkJiZSvnx5XFxcMBgMXL+eDsDJkyc4deoEzZu3ssicRGGP1ROGe9HpdERFReHu7o6rq+s9+zo6OhIREUFoaCgDBgzA2tr6ob5z6NChtGjRgooVKz7U/UIIIYQQT4IJEyYzc+Z09PoCqlatxtSpM2jXrj2LFi3AYDBgY2PDlCnTAP5/16S99OvXEwcHe157bToAer2e0aOHA2Bv70Bk5CysrJ6Yf6o+1h6r/xVuf4fB19eXSZMmAdCtWzfmzJlDRETEfY3VoEED6tevT1xc3ENvf+rp6Ymnp+dD3SuEEEII8aTw9KzHypVrCrV5ezfho48+vaOvSqVi4sTXgMLLacqVK8enn37x6IMVD0xOei6F5OA2IYQQQjwOkubquHQp46Hvl5Oei09Oei6DjEaFpLn33hJWCCGEEKI0yMnTWzoEUQKkYLiLP//803QC9C02NjZ88YU8KhNCCCFKk5w8PZk3ckr0O+U346IskSVJpZAsSRJCCCHu361lMcHBgdjb26NWa9BoNKY19Rs3rufLLz9Ho7GiTZu2hIaOM9174cIFBg36Dy+/PIKBAwcBkJGRwbx5szh9+hQqlYqpUyNp1Khxoe+UgsE8JI/FJ0uShBBCCCEewOLFy9BqtabPv/12kN27d7F69XpsbGy4du1qof7R0Qtp2bJNobZFixbQsmUbZs+eT0FBAbm5uSUSuxClVYmew+Dl5UVQUJDpZ/ny5URHR7Nw4cJC/Y4ePWo6S8Hf35/AwECCgoIIDAxk+/btpn716tVj8uTJps96vZ5WrVoxcuRIAGJjY3nzzTfvGk90dDQrV6687/g/+OCD++57u9jYWNLS5HhzIYQQoiR99dVGXnxxsOlMpIoVnzJd27VrB1WrVufpp2uZ2rKyMklM/J3u3W/uymhtbY2j4/39FlaIJ1WJPmEo6qTm06dPM3z4cCZOnGhqu/205tWrV/PUU09x+vRphg0bRseOHQGwt7fnxIkT5ObmYmtry969e6lSpcoji3/ZsmWMGjXqoe796quv8PT0fKTxCSGEEGWZSqUiLGw0oCIoqDdBQb05cyaFP/44xPLlMZQrV47Ro8fh5dWQnJwc1q5dzbvvLuGzz/7eDvTcubNotVrmzJnJyZPHqVfPi3HjJmFnZ2e5iQlhYRY/6blWrVo4OTmRmJhoaouPj0enu3OnoMzMTJycnAq1Pffcc+zYsQO4WWgUdd+DCg0NpXfv3uh0OjZs2ADAggULTOdA3CpuNm3aRHBwMEFBQURGRmIwGDAYDISHh9O9e3cCAwNZtWoV27Zt4/Dhw0yaNImgoCB5tCmEEEI8AkuXruSjj9aycOFiYmO/4NCh3zAY9GRk3GD58lWEho4lMnIqiqKwcuUy+vYdiL29faExDAYDx4//Sc+ewXz88Tpsbe349NNVlpmQEKVEiT5huP3gtZEjRxIQEIBOpyMuLg5vb28OHTqEVqvFw8PD1G/w4MEoisKZM2d47733Co0ZEBBATEwMfn5+/Pnnn/Tp04dff/21WHHOmTMHrVZLbm4uwcHBdO7cmUmTJrF27VrTE5JTp04RHx/PZ599hrW1NW+88QabN2+mTp06pKWlsWXLFgBu3LiBk5MTa9euZcqUKTzzzDPFik0IIYQQd9Jq7dFqa5r+3LlzJ/766zhVq1YlIKAbFSs60KZNCzQaDYqSx/HjR9i16weWLYsmIyMDlUqFVluezp07U6VKFdq2bQFAYGAAK1asQKstXFhoNOo72sSDkzwWX0nk0OJLkgB0Oh39+/cnPDz8juVI8PeSpJSUFIYMGUKLFi1wcHAAoH79+qSmprJlyxbat29vljjXrFnDd999B8D58+dJTk6mYsWKhfrs27ePw4cPExwcDNwshpydnfHz8+PMmTPMmjWL9u3b065dO7PEJIQQQoi7O3/+CopixN7egZycHHbv3sOQIa/QurUVu3btoW7dRqSkJJOfn49KVY7Fi5eb7l25chl2dvYEBPQCwMWlMn/8cQR3dw927NhN9eo179iFRnb3MQ/JY/GVmV2S3NzcqFatGgcOHCAhIcG0DOh27u7uODs7c+rUKRo3/nt7M39/f+bPn88nn3xCenp6sWLZv38/P/30Exs2bMDOzo5BgwaRl5d3Rz9FUejVq1ehdy9u2bRpE3v27GHdunXEx8cTFRVVrJiEEEIIcW9Xr17h9ddvboRiMBjo1KkLrVq1oaCggKioNxk0qC/W1tZMm/YGKpXqnmNNmDCZmTOno9cXULVqNaZOnVESUxCi1CoVBQPcfMoQFRWFu7s7rq6uRfa5cuUKqampVK1atVB7cHAwjo6O1KtXj/379xcrjoyMDCpUqICdnR2nTp3i0KFDpmtWVlYUFBRgbW1N69atCQ0NZciQITg7O5Oenk5WVhZ2dnbY2NjQpUsX3N3dCQ8PB8DBwYGsrKxixSaEEEKIolWrVp3Vqz+7o93a2prIyFn3vHfYsJGFPnt61jOd4SCEsPA7DL6+vkyaNAmAbt26MWfOHCIiIu64b/DgwajVavR6PRMnTsTFxaXQdVdXVwYPHvxQMS1dupTVq1ebPm/fvp3169cTGBjI008/TZMmTUzX+vbtS48ePWjQoAELFy5k/PjxDB06FKPR+P//QYrE1taWqVOnYjQaAQgLCwOgV69ezJgxA1tbWzZs2ICtre1DxSuEEEIIIURJkpOeSyE56VkIIYS4f7dOei5JsvbePCSPxVdm3mEQfzMaFZLmFn9rWCGEEKKsyMnTWzoEIZ5oZaJgWLp0Kdu2bSvU1rVrV0JCQiwUkRBCCFH65OTpybyRY+kwhBCljCxJKoVkSZIQQghLuLW0Jzg4EHt7e9RqDRqNhpUr13DjxnUiI6dy4cJ5XF3dePPNuTg5OXHjxg2iot7k3LlUbGxsmDo1klq16pjGNBgMvPLKICpVqsz8+e/d49sfL7KUxjwkj8UnS5JKgJeXF3Xr1jV91ul05OXlkZ+fX2jL1KNHjxIWFkZ8fDz+/v6mcyBubt3WidGjR2NjY0NqaiqjRo1iy5a1vb2sAAAgAElEQVQt7N27l4ULF5p2Vpo8eTKtW7cu8TkKIYQQD2rx4mVotVrT508/XcWzz7Zg0KAhrFmzik8/vXly8po1H+PpWZeoqAUkJyfxzjvzWLRoqem+L774jJo1nyY7W3YKFOJxpbZ0AJZ26zC5Wz8jRoxAp9OxdevWQv1uP1Bu9erVbN68mS+++ILU1FSmT59+x9gVK1Zk6dKlbN68mblz5zJlypRHPh8hhBDiUdi9eyfdut38e7Bbt+7s3r0DgKSk0zz77M1TkWvW9OD8+XNcvXoFgIsX09i3by+BgT0tErMQwjzKfMFQlFq1auHk5ERiYqKpLT4+Hp3uzpeRHRwcmDlzJtu3b7/j0LgGDRpQpUoVADw9PcnPzyc/P//RBi+EEEIUk0qlIixsNEOHvsimTbEAXLt21bStuYuLC9euXQOgTp267Nr1AwBHjhwmLe0CFy9eBGDx4oWEhIz914PShBClW5lfknT72RAjR44kICAAnU5HXFwc3t7eHDp0CK1Wi4eHR5FjlC9fnurVq5OcnIyzs3ORfb799lu8vLywsbF5FNMQQgghzGbp0pW4uFTi2rWrjB8/mpo1Pe7a98UXB7No0UKGDBlI7dq18fSsh0ajYe/e3Wi1T1G/vhe//Xaw5IIXQphdmS8Ybi1Jup1Op6N///6Eh4ffsRypKPd6d/zEiRMsWLCAjz76qNjxCiGEEI+SVmuPVlvT9OfOnTvx11/HcXFxoaAgi0qVKnHp0iVcXJz/v6898+fPA27+XdilSye8vOqwZ88P7Nu3m759fyIvL4+srCyiot5g3rz5lpye2Wg0arRae0uH8diTPBZfSeSwzBcMd+Pm5ka1atU4cOAACQkJbNiw4a59MzMzOXv2LB4eHmRkFD445sKFC4wZM4Z58+bh7u7+qMMWQgghiuX8+SsoihF7ewdycnLYvXsPQ4a8QuvWvqxf/wWDBg1h/fovaNPGl/T0bDIyMrC1tcXa2ppvvvmKZ55pgl6v5uWXR/Hyy6MA+O23g6xf/ylTp77xxOyII7v7mIfksfhklyQL0+l0REVF4e7ujqura5F9srKymDlzJh07dqRChQqFCoYbN24wYsQIwsLCePbZZ0sqbCGEEOKhXb16hddfnwzc2gmwC61atcHLqwGRkVOJi9tElSquzJo1F4Dk5L+YPXsGarUaD49ahIffuQmIEOLxVubPYbh9W1VfX18mTZoEwNWrV/H19SUiIoIBAwaY+tzaVlVRFIxGI506dSI0NJRy5coV2lY1JiaG5cuXU7NmTdO9H3300V3fc7hFzmEQQghhCbfOYRD/Tn4zbh6Sx+IriScMZb5gKI2kYBBCCGEJUjDcP/mHrnlIHouvJAoG2VZVCCGEEEIIcVfyDkMpYzQqJM2987wHIYQQ4lHLydNbOgQhRCkkBYMQQoh/lZOnJ/NGjkVjkKUL5iF5FEI8KCkYShm1WiXvMAghSp2kuTqu5OUxZsxw8vMLMBgM+Pl1YNiwkSiKwvLlMfz44/doNGp69gzmP//pj6IoLFq0gH379mJra8vrr79BvXr1AQgLe5UjR/5L48ZNmD//PQvPTgghxL2UuYLh9l2RdDodeXl55OfnM3HiRFP70aNHCQsLIz4+noyMDGbNmsVvv/0GQLNmzZg+fTqOjn+/KLJq1SoWLlzITz/9ZGrPyckhIiKC48ePoygKjo6OrFixAgcHhxKarRBCmI+NjQ2LFn2Avb09er2ekJBhtGzZhuTkv7h4MY116zaiVqu5du0qAD//vJczZ86wfv1X/O9/h1mwIIoPP1wNwMCBg8jNzeWbb2ItOSUhhBD3ocy99HzrZOdbPyNGjECn07F169ZC/f55uvO0adOoUaMG27dvZ/v27VSvXp1p06YV6r9lyxaeeeYZvvvuO1PbJ598gouLC5s3b2bLli289dZbWFtbP/pJCiHEI6BSqbC3v3maqF6vx2DQo1Kp+Prrjbz88nDU6pt/pVSs+BQAu3fvpGvXAFQqFY0aPUNmZgaXL18GwMenhWksIYQQpVuZKxiKUqtWLZycnEhMTDS1xcfHo9PpSE5O5vDhw4SGhpqujR49msOHD5OSkgJASkoK2dnZjB8/nri4v5cTXbp0iSpVqhT6HhsbmxKYkRBCPBoGg4EhQwYSGNgJH5+WNGzYiLNnz/L99wkMGzaIiRPHcubMzf82Xr58icqV/z70snLlKly+fNFSoQshhHhIZa5gyM3NJSgoyPRz68mCTqcz/WP/0KFDaLVaPDw8OHnyJF5eXmg0GtMYGo0GLy8vTpw4Adx8uqDT6fDx8eGvv/7iypUrAPTp04cPP/yQfv368e6775KUlFSykxVCCDPTaDSsWrWO2NitHD36P06fPklBQT42NuVYuXINPXr0JCrqTQCKPuZHVbIBCyGEKLYy9w7DrSVJt9PpdPTv35/w8PBCy5EURUGluvMvuH+2b926lffffx+1Wk2nTp3Ytm0bL7zwAl5eXmzfvp29e/fy008/ERwczIYNG6hdu/ajnaQQQjwCWq19oT+3bt2KxMSDuLq60qOHDq3Wnh49dERFvYlWa0/16lXJyrpmuu/KlUvUru1u+ly+vC1WVppC496LRqO+777i7iSP5iF5NA/JY/GVRA7LXMFwN25ublSrVo0DBw6QkJDAhg0bAPD09OTIkSMYjUbT+lyj0cixY8eoXbs2x44dIykpiaFDhwKQn59PjRo1eOGFFwBwcHCgc+fOdO7cGbVazc6dO6VgEEI8lv766yxWVlY4OjqSl5fLnj17eeGFwbRp8xw//riL7t2D+O23g1Sv7k56ejbNm7flyy8/p3Xr5/nf/w5jZ2ePtbWDaUvPzMxc9HrDfW/xKduBmofk0Twkj+YheSy+kjjpWQqGf9DpdERFReHu7o6r6811tzVr1qRBgwbExMQwZswYAGJiYmjYsCE1a9Zk4cKFvPrqq4wcOdI0jr+/P2fPnuXChQvUqVOHChUqkJ+fz8mTJ2nRooVF5iaEEMV15cpl3nprBkajEaPRiL9/J9q29aVx4ya8+WYEn3++Djs7e157LQKA1q3bsm/fXvr16/n/26rOMI0VGvoKKSlJZGfn0KtXAOHh02nZsrWlpiaEEOIeVErRi0yfWLdvq+rr68ukSZMAuHr1Kr6+vkRERDBgwABTn+vXrzNr1iwSExNRFIUmTZoQGRmJk5MT/v7+fPjhh4WeGkRFReHs7EzlypVZuXIlcPOpRPv27Zk8eXKRS5z+Sc5hEEKUNklzdVy6lGHRGOQ3keYheTQPyaN5SB6LrySeMJS5guFxIAWDEKK0kYLhySF5NA/Jo3lIHotPliSVQUajQtJcnaXDEEKIQnLy9JYOQQghhIVIwVAKWfq3eE8C+Y2FeUgezUPyKIQQ4nEmBUMpdL+Ph8S9SR7NQ/JoHiWdx5w8PZk3ckr0O4UQQjyZpGAoZdRqlbzDIIQotqS5Oq7k5TFmzHDy8wswGAz4+XVg2LCRREW9ybFjRwGFGjXcef31N7C3t2fr1s3ExCzCxaUyAH369CUwsCcAYWGvcuTIf2ncuAnz579nwZkJIYQoaVIwCCHEE8rGxoZFiz7A3t4evV5PSMgwWrZsw9ixYTg4lAcgOvodvvzycwYNGgKAv38nwsJeu2OsgQMHkZubyzffxJbkFIQQQpQC6kc1sJeXF0FBQaaf5cuXEx0dzcKFCwv1O3r0KN26dQMgKyuLyMhIOnbsiE6n44UXXiAxMRGACxcuEBISQufOnenYsSOzZ88mPz8fgP3791OvXj2++OIL07hHjhyhXr16pm1NixIeHs62bdvuaz43btxg7dq1D5SDf1q1ahU5ObI8QAhRclQqFfb2N0//1Ov1GAx6VCqVqVhQFIW8vDz+ZadnAHx8WpjGEkIIUbY8soLB1taWTZs2mX5GjBiBTqdj69athfrFxcXRvXt3ACIiIqhQoQIJCQnExcUxd+5crl27hqIojBkzho4dO5KQkMC3335LdnY27777rmmcunXrEh8fX2jc+vXrm20+N27c4LPPPnvo+z/55BMpGIQQJc5gMDBkyEACAzvh49OShg0bATBnzkx69OhCcnISwcH9Tf137vyBwYP7ExExhbS0C5YKWwghRClSokuSatWqhZOTE4mJiXh7ewMQHx/PypUrSUlJITExkQULFqBW36xjatSoQY0aNdi3bx/lypWjT58+AGg0Gl5//XU6dOjA2LFjAahatSqZmZlcvnwZZ2dndu/eTfv27R84xqysLEJDQ7lx4wZ6vZ5x48bRsWNHFi5cSEpKCkFBQbRp04bXXnuNFStWEB8fT35+Pp06dWLs2LFkZ2czfvx4Lly4gNFoJDQ0lMuXL3Px4kUGDx6MVqtlzZo1ZsqoEELcnVZ784nA119/zY0bNxg3biyXLp3F09OT+fPnYTAYmDPnLfbt20GvXr0JCOhCcHAvbGxs2LBhPfPmzeKjjz42jVe+vC1WVhrTuCVNo1Fb7LufJJJH85A8mofksfhKIoePrGDIzc0lKCjI9HnkyJEEBASg0+mIi4vD29ubQ4cOodVq8fDw4Pvvv8fLywuNRnPHWCdOnKBhw4aF2sqXL4+bmxvJycmmti5durBt2za8vLxo2LAhNjY2Dxx3uXLlWLJkCeXLl+fq1av069ePDh06MHHiRE6cOMGmTZsA2LNnD8nJyWzcuBFFUQgJCeGXX37h6tWrVK5cmeXLlwOQkZGBo6Mjq1atYvXq1Tz11FMPHJMQQjyMwlu5WvHMM0347rsfqFSpmqm1XTs/PvtsDX5+XQEbsrP1ZGfr6dhRxzvvLCw0RmZmLnq9wWJbxMr2tOYheTQPyaN5SB6L77E+uO3WkqTb6XQ6+vfvT3h4eKHlSPeiKAqqIhbZ3t7erVs3JkyYwOnTp9HpdPz+++8PHLeiKLzzzjv88ssvqNVq0tLSuHz58h399u7dy969e+nZ8+YOItnZ2SQlJeHj48O8efN4++238fPzw8fH54FjEEIIc7h27RpWVlY4OjqSl5fLwYMHGDjwJVJTz1C9eg0URWHv3t24u3sAcPnyZVxcXADYs2cXNWs+bcHohRBClBYlvkuSm5sb1apV48CBAyQkJLBhwwYAPD09OXbsGEaj0bQk6RZPT08SEhIKtWVmZnLhwgXc3d1JT08HoFKlSlhZWbF3716mTZv2UAXD5s2buXr1KrGxsVhbW+Pv709eXt4d/RRFYcSIEfTv3/+Oa7GxsezcuZOFCxfStm1bxowZ88BxCCFEcV25cpm33pqB0WjEaDTi79+JNm3aMXr0K2RlZaEoCnXq1GXSpHAANm5cz549u9BoNDg5OTFt2humsUJDXyElJYns7Bx69QogPHw6LVu2ttDMhBBClCSLbKuq0+mIiorC3d0dV1dXANzd3WnUqBGLFy9m3LhxqFQqkpKSOHnyJB06dGDBggV8/fXX9OzZE4PBwNy5c+nVqxd2dnaFxh47dixXr14tcmnT/cjIyMDZ2Rlra2t+/vlnzp49C4CDgwNZWVmmfu3atWPRokUEBgbi4OBAWloaVlZW6PV6tFotQUFBODg4EBsbW+h+WZIkhCgpdep48vHH6+5oX7r0oyL7jxo1hlGjiv4FR0zMCrPGJoQQ4vFRYu8w+Pr6MmnSJODm0qE5c+YQERFR6J633nqLuXPn0qlTJ+zs7NBqtUyePBmVSsWSJUuYOXMmMTExGI1G2rdvT1hY2B3f26xZsweKc8aMGcyZMwe4+fRj6dKlhISE0Lt3b7y8vKhVqxYAFStWpFmzZnTv3h1fX19ee+01Tp06ZXrCYG9vz9tvv01ycjLz589HrVZjZWXFG2+8AUDfvn0ZPnw4lSpVkpeehRBCCCHEY0OlKIpi6SDE34xGBbX6PjZFF0KIe8jJ05N548nayllejjQPyaN5SB7NQ/JYfI/1S89CCPGku99/lMtfiEIIIR5nZaJgmDlzJr/99luhtpdeesl0rkNpolar8AiPs3QYQoj7kDRXR6algxBCCCEesTJRMMyYMcPSIQghnlBpaReYPXsGV69eQaVS06NHL/r2HcCJE3/y9ttR5OfnY2Njzfjxk2nQoBGZmZm8+eZ00tIuYDAYGDDgRXS6HgCEhb3KkSP/pXHjJsyf/56FZyaEEELc9EgLBi8vL+rWrWv6rNPpyMvLIz8/n4kTJ5rajx49SlhYGPHx8fj7++Pg4IBarcZoNJpOWgaoV68ePXr04O233wZAr9fTrl07vL29WbZsmWm8kJAQrl69atqy9W6io6Oxt7dn2LBh9zWfDz74gFGjRt33/P8pNjaWtm3bUqVKlYe6XwhROmk0VowZM4F69eqTnZ3F0KGDaN68JTExi3n55eG0bt2WP/74hZiYxbz//nJiYz/Hw+Np5s9/l2vXrjFwYB86d+6GtbU1AwcOIjc3l2++ibX0tIQQQgiTR1owFHV42+nTpxk+fHihguH2A9xunYh8+vRphg0bZioY7O3tOXHiBLm5udja2rJ37947/gF+48YNjhw5gr29PWfOnKFGjRpmm8+yZcseumD46quv8PT0lIJBiCeMi4uL6bAze3sHPDw8uHz5IiqViuzsm1sxZ2Zm4uJSCeD/27NRFIWcnGycnJxM20D7+LTgt98OWmYiQgghxF2o/72LedWqVQsnJycSExNNbfHx8eh0ujv6ZmZm4uTkVKjtueeeY8eOHcDNQuP2+7799lv8/PzQ6XRs3br1oWIMDQ2ld+/e6HQ601OKBQsWmLaKvVXsbNq0ieDgYIKCgoiMjMRgMGAwGAgPD6d79+4EBgayatUqtm3bxuHDh5k0aRJBQUHk5uY+VFxCiNLt/PlzHD/+Jw0aNGLs2IksWbKI3r11LFjwtul8gz59+pKc/Bc9e3Zl8OD+jBs36Y7DKoUQQojS5JE+Ybj9LIaRI0cSEBCATqcjLi4Ob29vDh06hFarxcPDw9Rv8ODBKIrCmTNneO+9wut4AwICiImJwc/Pjz///JM+ffrw66+/mq7HxcUxZswYnJ2dGTt2LCNHjnzguOfMmYNWqyU3N5fg4GA6d+7MpEmTWLt2remJyalTp4iPj+ezzz7D2tqaN954g82bN1OnTh3S0tLYsmULcPOJh5OTE2vXrmXKlCk888wzDxyPEKL00mrtAcjOzmLGjHCmTn2datUqs3r1h0ydOpVOnTqTkPAtCxa8xYoVH3HgwG4aNWrIJ598wpkzKQwf/grPPdeG8uXLA1C+vC1WVhrTuOJvGo1a8mIGkkfzkDyah+Sx+EoihyW+JAluvsvQv39/wsPD71iOBH8vSUpJSWHIkCG0aNECBwcHAOrXr09qaipbtmyhffv2he67fPkyKSkpPPvss6hUKqysrDh+/Hih9yjux5o1a/juu+8AOH/+PMnJyVSsWLFQn3379nH48GGCg4OBm8WRs7Mzfn5+nDlzhlmzZtG+fXvatWv3QN8thHi8pKdno9frmTJlPP7+nWnevC3p6dls2vQ1ISHjSU/PplOnzkRERJCens0XX2zkxReHcP16Dk5OlahSxY0//jhCgwaNAMjMzEWvN8g2rEWQ7WnNQ/JoHpJH85A8Ft8Tew6Dm5sb1apV48CBAyQkJNz15WR3d3ecnZ05deoUjRs3NrX7+/szf/58PvnkE9LT003tW7du5fr163To0AG4uaQpLi7ugQqG/fv389NPP7Fhwwbs7OwYNGgQeXl5d/RTFIVevXoVehfjlk2bNrFnzx7WrVtHfHw8UVFR9/39QojHi6IoREW9Sc2aT9O//4umdheXSvz++680a+bD/v0/U736zfepqlRx5eDBA3h7N+Xq1SukpCRTtWp1S4UvhBBC/CuLbauq0+mIiorC3d0dV1fXIvtcuXKF1NRUqlatWqg9ODgYR0dH6tWrx/79+03tcXFxrFixgqZNmwJw5swZhg4dyoQJE+47royMDCpUqICdnR2nTp3i0KFDpmtWVlYUFBRgbW1N69atCQ0NZciQITg7O5Oenk5WVhZ2dnbY2NjQpUsX3N3dCQ8PB8DBwYGsrKz7jkMI8Xj4449Evv12K7Vr12HIkIEAjBwZypQpESxatACDwYC9vS1TpkwDYMiQV3jrrTd46aV+KIpCSMiraLVaAEJDXyElJYns7Bx69QogPHw6LVu2ttjchBBCCCjhdxh8fX2ZNGkSAN26dWPOnDlERETccd/gwYNRq9Xo9XomTpxo2oHkFldXVwYPHlyoLTU1lXPnztGkSRNTW40aNShfvjyJiYl4e3sXGePSpUtZvXq16fP27dtZv349gYGBPP3004XG69u3Lz169KBBgwYsXLiQ8ePHM3ToUIxGI9bW1kRGRmJra8vUqVMxGo0AhIWFAdCrVy9mzJiBra0tGzZswNbW9r5yKIQo3by9m7BnT9E7G3300adA4cfFLi6VePfdJUX2j4lZ8WiCFEIIIYpBpSiKYukgRGFy0rMQj4ekuTouXcr4136yRtc8JI/mIXk0D8mjeUgei++JfYdB3J3RqJA0984tZoUQpU9Ont7SIQghhBCPXJkoGJYuXcq2bdsKtXXt2pWQkBALRSSEgJv/4M68kWPpMIQQQghxD7IkqRSSJUmirEiaq+Pw4RPMnj2Dq1evoFKp6dGjF337DmDJkkXs3bsLa2trqlatzuuvz8DR0RG9Xs/cubM4fvwYBoOBrl11DBr0MgAbNqxl8+ZNqFRQq1YdXn99BuXKlbPwLOWRu7lIHs1D8mgekkfzkDwWnyxJekS8vLwKbbWq0+nIy8sjPz+/0DapR48eJSwsjPj4ePz9/XFwcECtVmM0Ghk3bhwdO3YscrwlS5Zw9uxZXnrpJZYuXYq/vz9w8+C6oUOH0rJlyxKaqRCln0ZjxZgxE6hXrz7Z2VkMHTqI5s1b0rx5S0aOHI2VlRUxMYtZs+ZjQkPH8sMP2ykoyOeTTzaQm5vLiy/+h44du2BlZcXGjRv49NPPKVfOlunTw/n++wQCAgItPUUhhBDisVYmC4aiDpQ7ffo0w4cPL1Qw3H6o3K0D5U6fPs2wYcNMBUNR4509exZXV1c++OADU8EghLiTi4uLaSc0e3sHPDw8uHz5Ii1atDL1adjwGXbs+B4AlQpycnLR6/Xk5eViZWWNg4MDeXl5GAwG8vLy0GisyMvLxcWlkkXmJIQQQjxJ1JYOoLSoVasWTk5OJCYmmtri4+PR6e58ATkzMxMnJ6d/HbN+/fo4Ojqyd+9es8YqxJPq/PlzHD/+p+nU41vi4r6hVas2APj5dcTOzpaePbvSp093Bgx4ESenClSqVJn+/V+kT5/u9OzZFQeH8oWKDiGEEEI8nDL5hOH28yFGjhxJQEAAOp2OuLg4vL29OXToEFqtFg8PD1O/wYMHoygKZ86c4b333ityvOrVq7Nkyd97rIeEhPDee+/Rtm3bRz8xIR5j2dnZTJs2hXHjJuLgUN7Uvnr1SjQaDZ07dwPgyJHDqNUavv56GxkZNwgNfQUfnxY4OjqxZ89OPv/8GxwdHZk+/TW+/XYrXboEWGpKQgghxBOhTBYMRS0hgpvvMvTv35/w8PA7liPB30uSUlJSGDJkCC1atMDBweGu4wH4+PgAcPBg0Qc7CVHWabX2FBQUMGXKVIKCehAU9Pf/7zZt+poDB35ixYqPsLOzA2DXru/x83seFxcnXFycePbZZzlz5hQqlYqaNd15+ulqwM2d0P74I5F+/YItMq9/0mjUaLX2lg7jsSd5NA/Jo3lIHs1D8lh8JZHDMlkw3I2bmxvVqlXjwIEDJCQksGHDhiL7ubu74+zszKlTp2jcuPG/jjtq1CiWLl2KlZWkW4jbXbuWxezZM6hWzZ2goL6mnR5+/vknPvzwQ6Kjl5OXp5CXd7Ndq3Vmz569+Pp2IDc3l0OHDtGzZ1/y8vL4/fdDXLhwlXLlyrF79x7q1/cqFbtvyC4g5iF5NA/Jo3lIHs1D8lh8skuSBeh0OqKionB3d8fV1bXIPleuXCE1NZWqVave15jt2rVj0aJFXLx40ZyhCvFE+OOPRL79diu1a9dhyJCBAIwcGcp77y2goKCACRNGA9CwYSMmT36d3r37MmfOTAYN6gcoBAQEUqeOJwB+fh0YOvQFNBoNdevWo0eP3paalhBCCPHEKJMFw+3vMPj6+jJp0iQAunXrxpw5c4iIiLjjvsGDB6NWq9Hr9UycONG0s8v9GDVqFKGhocUPXognjLd3E/bsuXPJXuvW7Yrsb29vz+zZ84q8NmzYSIYNG2nW+IQQQoiyTg5uK4Xk4DZRViTN1XHpUoalw3jk5JG7eUgezUPyaB6SR/OQPBZfSSxJkm1VhRBCCCGEEHdVJpcklWZGo0LS3DvPfhDiSZSTp7d0CEIIIYT4F1IwCCEeWE6enswbOZYOQwghhBAlQAqGUkatVsk7DKLUS5qr41TaBWbPnsHVq1dQqdT06NGLvn0HcOPGdSIjp3LhwnlcXd148825ODk5sW7dJyQkbAPAYNCTnJzEli3f4eRUgeDgQOzt7VGrNWg0GlauXGPhGQohhBDiFikYhBAPRaOxYsyYCdSrV5/s7CyGDh1E8+YtiY/fzLPPtmDQoCGsWbOKTz9dRWjoWAYOfImBA18CYM+eXXz++TqcnCqYxlu8eBlardZS0xFCCCHEXZS6l569vLwICgoy/Sxfvpzo6GgWLlxYqN/Ro0fp1q0bAP7+/gQGBhIUFERgYCDbt/8fe3ceVVW5PnD8ew6oCIiHSUEUCQdAvaI4VF6pJDPhiGjmkEOQXsdKU9TAHNIMnHMoh9SUNBU1S+WAY2pOpamYN8ckpzSHUJlR4Pz+4OfuHkFF3UzyfNZi3bPf/e59nv1cW4uH/Q7blH4eHh6MGDFCOc7KyuKFF16gf3/TpRcHDhxI165dHxnfnDlz8PDw4Pz580rb0qVL8fDw4NixYwD07duXpKSkx394IUoRBwcHPDw8AbC0tFXsSs0AACAASURBVMLNzY0bN66xe/cu/P1zd2v292/H7t0781y7bdtmWrd+vSjDFUIIIcQTKnFvGCwsLFi/fr1JW0JCAn379iU0NFRpMxgMtGvXTjmOiorCzs6OhIQE+vTpQ+vWrYHcNdvPnDlDRkYGFhYW7N27l6pVq5rcPykpiePHj2NpacnFixepUaPGQ2OsW7cuBoNB2Vdh06ZN1K5dWzm/cOHCJ3t4IUqpK1cuc/r0KerVa8DNm4nKHiUODg7cvHnTpG9GRgY//7yfYcNGKm0ajYZhw94FNAQFvUFQkGy4JoQQQpQUJe4NQ37c3d2xsbHh6NGjSltcXBx6fd7VhFJSUrCxsTFpe+mll9i5cyeQW2jcf93mzZtp1aoVer2e2NjYR8bTunVrtm/fDsDFixepVKkSdnZ2ynk/Pz8SExO5dOkS/v7+jB49Gr1eT+/evcnIyCjwcwtRGqSlpfHRRyMZMiQUKyvrR/bfu/dH/vUvb5PhSPPmLearr75h+vTZrFu3hvj4w4UZshBCCCEeQ4l7w3D/Lsz9+/cnICAAvV6PwWDA29ub+Ph4dDodbm5uSr/g4GCMRiMXL15k5syZJvcMCAhg7ty5tGrVilOnTtGpUycOHTqknDcYDLz33nvY29szePDgPMOV7mdtbY2zszOnT59m+/btBAQEsG7dunz7nj9/nhkzZjBx4kSGDBnC5s2bTZ5PiNJKp7Pk7t27jBwZTlBQe4KCct/4OTg4cPduKo6Ojly/fh0HB3t0Okvlul27thMUFGjSptPVVO7Zps1r/PHHaV55Jf+dnksjMzOtyfOKJyN5VIfkUR2SR3VIHp9eUeSwxBUM+Q1JAtDr9XTr1o2wsLA8w5HgnyFJFy5cICQkhObNm2NlZQWAp6cnly5dIiYmhpdfftnkuhs3bnDhwgWaNGmCRqPB3Nyc06dPU7du3YfGGRAQgMFgYM+ePURFRT2wYKhevTpeXl4A1K9fnz///LPAuRCiJLt5M5WJE8fh4uJKUFAXZZfJF1/0ZdWqNfTqFcKqVWto0cJXOZeSksLBgwcJD/9YaUtPT8dozMHS0or09HR2795DSMh/nqmdP2UnU3VIHtUheVSH5FEdksenVxQ7PZe4guFBnJ2dcXFx4cCBA2zZsoXo6Oh8+7m6umJvb8/Zs2dp2LCh0u7n58eUKVP4+uuvuXXrltIeGxvL7du3efXVV4HcX2gMBsMjCwY/Pz+mTp1KgwYNsLZ+8DCM8uXLK5/NzMzIzMws0PMKUdL9+utRNm+OpVat2oSEdAegf/9B9OwZzNix4RgM66la1YlPPpmkXPPjjzto3vx5KlasqLQlJv7NqFG5CxNkZ2fz2muv88ILLYr2YYQQQgjxQKWmYIDctwyRkZG4urri5OSUb5+///6bS5cuUa1aNZP2N998k0qVKuHh4cHPP/+stBsMBhYtWkTjxo2B3DkJvXv3ZujQoQ+NxcLCguHDh5sMixKiLPH2bsSePb/ke27WrHn5tgcEBBIQEGjS5uJSnaiolarHJ4QQQgh1lLiC4f45DL6+vgwfPhwAf39/IiIiGD16dJ7rgoOD0Wq1ZGVlERoaqqzSco+TkxPBwcEmbZcuXeLy5cs0atRIaatRowbW1tYcPXoUb2/vh8aa36RrIYQQQgghniUao9FoLO4ghCnZ6VmUdOcm6bl+Pbm4wyg1ZIyuOiSP6pA8qkPyqA7J49OTOQxlUE6OkXOT5M2FKNnSM7OKOwQhhBBCFBEpGB5g3rx5bNq0yaStbdu2DBw4sJgiEqL4pGdmkZKUXtxhCCGEEKIYyJCkEkiGJImS5twkPf/97xkmThxHYuLfaDRa2rfvSJcub5GUdJuxY8P5668rODk5M2HCJGxsbNiyJY5vvokCoGJFS0JDw6hTJ3f1sYiI8ezbtwdbW1uWLVtdnI9WJOSVuzokj+qQPKpD8qgOyePTkyFJKvDy8jJZIlWv15OZmcmdO3cIDQ1V2k+cOMGwYcOIi4tj7dq1REXl/qJjNBr54IMPaN26NUajkXnz5vH999+j0WioUqUKY8eOpU6dOkDuUqtOTk6sWLFCuW9QUBDZ2dnExMTw888/89VXX7FgwYIienoh1GNmZs577w3Fw8OTtLRUevfuRbNmzxMXt5EmTZrTq1cIy5YtZfnypQwaNBhn52rMmfMlNjY27N+/lylTPmXhwtz/rgICAunUqSsTJ44t5qcSQgghxKM88wVDfhvBJSQk0LdvX5OC4d5mcH/99Rfz58/nu+++o1KlSqSmppKYmAjAN998w5EjR1i/fj0VK1Zkz549DBw4EIPBQIUKFQBITU3lypUrODs7c/bs2aJ7UCEKmYODg7L6mKWlFW5ubty4cY3du3cxZ86XAPj7t+P99/sxaNBg/vWvf1YZq1//X1y/fk05btTIhytXLhftAwghhBDiiWiLO4Di4O7ujo2NDUePHlXa4uLi0Ov1/P3331hZWWFpmbvFtpWVFTVq1ABg4cKFjBkzRtl0qmXLljRu3JgNGzYo9/H39yc2NhaAmJgYWXpVPJOuXLnM6dOnqFevATdvJiqFhIODAzdv3szTPyZmvWzGJoQQQpRSz3zBcG9fh3s/936Z1+v1GAy5cwXi4+PR6XS4ubnh6emJg4MDr776KuHh4fzwww9A7g7Q6enpuLq6mty/QYMG/P7778rx66+/ztatWwHYsWMHfn5+RfGYQhSZtLQ0PvpoJEOGhGJl9eBdzu85fPgXDIb1DBz4fhFEJ4QQQgi1lckhSZBbMHTr1o2wsDBlOBKAmZkZixYt4tixY+zfv5/IyEh+++033nnnnXzvbzQa0Wg0ynHlypWxsbHBYDBQq1YtLCwsCufBhChiOp0ld+/eZeTIcIKC2hMUlPvfjIODA3fvpuLo6Mj169dxcLBHp8t9Q3fq1CmmTPmU+fMXULOm6e7rqakVMTPTKn2fZWXlOQub5FEdkkd1SB7VIXl8ekWRw2e+YHgQZ2dnXFxcOHDgAFu2bCE6Olo5p9FoaNiwIQ0bNqRFixaMGjWK999/n4oVK3Lx4kVliBLA8ePHadasmcm9AwICmDBhApGRkUX2PEIUtps3U5k4cRwuLq4EBXVRVmR48UVfVq1aQ69eIaxatYYWLXy5dSuNv/76iyFD3mf06PHodFXyrOCQlJROdnZOmVgdQ1YBUYfkUR2SR3VIHtUheXx6RbFK0jM/JOlh9Ho9kZGRuLq64uTkBMDVq1f57bfflD4nT56kWrXcv4z26dOHiRMnkpGRAcC+ffs4dOgQgYGBJvdt3bo1ffr0oWXLlkX0JEIUvl9/PcrmzbEcPnyQkJDuhIR0Z//+PfTsGcwvv/xMt24d+eWXn+nZMwSApUsXcvv2baZPn0xISHf69Oml3GvcuFEMGPAOFy6cp2PHAGJivi+mpxJCCCHEozzzbxjuzWG4x9fXl+HDhwO5E5QjIiIYPXq0cj4rK4vJkydz7do1KlSogJ2dHePHjwegV69eJCUlERgYiFarxdHRkblz5+YZdmRtbU2/fv2K4OmEKDre3o3Ys+eXfM/NmjUvT1tY2BjCwsbk23/8+AhVYxNCCCFE4ZGN20og2bhNlDTnJum5fj25uMMoteSVuzokj+qQPKpD8qgOyePTk43byqCcHCPnJslSrKJkSc/MKu4QhBBCCFFMpGAogeQvuU9P/mKhDsmjEEIIIaRgKIEK+npIPFxx5TE9M4uUpPRi+W4hhBBCCLVJwVDCaLUamcNQyp2bpGdUxHj27duDra0ty5atBmDhwnns2bMLjUaLra0tH330MQ4OjqxY8TVbtmwCIDs7i/PnzxETsxUbm8okJyczefInJCScRaPREB4+lgYNGhbn4wkhhBCijJGCQYhCEBAQSKdOXZk4cazS1r17L/r2HQjAmjWrWLJkISNGjKJ797fp3v1tAPbs+ZHVq1dgY1MZgFmzpvH88y2YOHEKd+/eVZb0FUIIIYQoKiViHwYvLy+CgoKUny+//JI5c+Ywffp0k34nTpzA398fAD8/PwIDAwkKCiIwMJBt27Yp/Tw8PBgxYoRynJWVxQsvvED//v1N7jdw4EC6du36yPjmzJmDh4cH58+fV9qWLl2Kh4cHx44de6JnFs+2Ro18sLGxMWmzsrJWPmdkpJvsEH7Ptm2bad36dQBSU1M4evQI7drlLgtcrlw5KlWS4WpCCCGEKFol4g2DhYUF69evN2lLSEigb9++hIaGKm0Gg4F27dopx1FRUdjZ2ZGQkECfPn1o3bo1AJaWlpw5c4aMjAwsLCzYu3cvVatWNbl/UlISx48fx9LSMs/uzfmpW7cuBoOBQYMGAbBp0yZq1679VM8typ4FC75g8+ZYrKysmD17gcm5jIwMfv55P8OGjQTg8uU/0el0RESM5/ffT+Ph4cWQIcOpWLFicYQuhBBCiDKqRBQM+XF3d8fGxoajR4/i7e0NQFxcHIsXL87TNyUlJc9fc1966SV27txJ27ZtMRgM6PV6Dh06pJzfvHkzrVq1wsHBgdjY2DxvH+7XunVrtm/fzqBBg7h48SKVKlWiXLlyyvlx48Zx7NgxMjMzef311xk8eDDJycm8+eabzJs3D3d3d4YNG8YLL7xAly5dniY1ohTQ6SxJTa2ImZkWnc5Saf/wwxF8+OEIFi78EoNhHe+9975yLi5uFz4+Pri6OgNQsWI5Tp8+xZgxY2jY0JvIyAjWrv2G998fXGTPcX/84slIHtUheVSH5FEdkkd1SB6fXlHksEQUDPfvxty/f38CAgLQ6/UYDAa8vb2Jj49Hp9Ph5uam9AsODsZoNHLx4kVmzpxpcs+AgADmzp1Lq1atOHXqFJ06dTIpGAwGA++99x729vYMHjz4kQWDtbU1zs7OnD59mu3btxMQEMC6deuU80OHDkWn05GdnU1ISAgnT57E09OTsWPHEh4ezttvv83t27elWCgjbt1KIykpnezsnHyXJfX1fZURI4bQs2cfpW3Dho20atVa6V+xog2OjlVwda3DrVtptGjxMsuXLy3SZU5lWVV1SB7VIXlUh+RRHZJHdUgen16Z2bgtvyFJAHq9nm7duhEWFpZnOBL8MyTpwoULhISE0Lx5c6ysrADw9PTk0qVLxMTE8PLLL5tcd+PGDS5cuECTJk3QaDSYm5tz+vRp6tat+9A4AwICMBgM7Nmzh6ioKJOCIS4ujtWrV5OVlcX169c5e/Ysnp6e/Pvf/2bTpk1MmDAh32cUZcfFixeoUcMVgD17dlGzpptyLiUlhfj4w4wd+4nSZm/vQJUqVblw4Ryurm788ssB3NzcizpsIYQQQpRxJaJgeBBnZ2dcXFw4cOAAW7ZsITo6Ot9+rq6u2Nvbc/bsWRo2/GfJST8/P6ZMmcLXX3/NrVu3lPbY2Fhu377Nq6++CuT+smYwGB5ZMPj5+TF16lQaNGiAtfU/E1gvXrzIV199xdq1a6lcuTJhYWFkZmYCkJOTw9mzZ6lQoQK3bt3CycnpifMhSo9x40YRH3+IW7du0bFjAH369GP//r1cuHAerVZL1arOjBgRrvT/8ccdNG/+fJ75CUOHjmD8+DFkZd2lWjUXwsPHFfWjCCGEEKKMK9EFA+S+ZYiMjMTV1fWBv2z//fffXLp0iWrVqpm0v/nmm1SqVAkPDw9+/vlnpd1gMLBo0SIaN24M5P7C37t3b4YOHfrQWCwsLBg+fLjJsCiA1NRUKlasSKVKlbhx4wY//vgjzZs3B3JXU6pVqxbDhg1j1KhRREdHm8x9EM+m8eMj8rS1a9fhgf0DAgIJCAjM016njgeLFy9TNTYhhBBCiMdRIgqG++cw+Pr6Mnz4cAD8/f2JiIhg9OjRea4LDg5Gq9WSlZVFaGgoDg4OJuednJwIDg42abt06RKXL1+mUaNGSluNGjWwtrY2mWD9IHq9Pk+bp6cn9erVQ6/XU6NGDXx8fAD4448/WLNmDWvWrMHa2ppmzZoxb948Bg8uukmrQgghhBBCPA2N0Wg0FncQ4h85OUa02rzr84vSIz0zi5Sk9OIOQxUyGU0dkkd1SB7VIXlUh+RRHZLHp1cUk55LxMZtQjwrnqViQQghhBACSsiQpJJi3rx5bNq0yaStbdu2DBw4sMhi0Go1uIUZiuz7hLrOTdIzKmI8+/btwdbWlmXLVgOwcOE89uzZhUajxdbWlo8++hgHB0cOH/6F8PBQnJ1dAHj55Va8805fAKKjv2HjxvVoNODuXptRo8ZRoUKFYns2IYQQQpRNZbZg8PLyMlkVSa/Xk5WVxUsvvWSyu/SJEyfw9/fH2tqaO3fucPv2bTIyMpSdo7/44gvefvttZTnXypUrM3nyZFxcXB74Pf369SuKRxTFJCAgkE6dujJx4lilrXv3XvTtm1t4rlmziiVLFjJixCgAvL0bM2WK6T4i169fY+3aaJYvX02FChaMGRPG9u1b8p0YLYQQQghRmMpswZDf3g8JCQn07dvXpGC4t//Du+++C8C6dev473//y9ixY02uvbcnxOzZs5k3bx4TJ0584PeIZ1ujRj5cuXLZpM3K6p9leDMy0tFoHj1PJTs7m8zMTMzMzMnMzMDBwVH1WIUQQgghHkXmMPwPd3d3bGxsOHr0qNIWFxeX78pID9KoUSOuXr1aGOGJUm7Bgi944w09W7bE0afPAKX9v/89RnDwW4SGDiYh4SwAjo5V6NatJ506taNDh7ZYWVnTvPkLxRW6EEIIIcqwMlsw3FvK9d5PbGwskDtkyGDInUMQHx+PTqfLs+/Cw+zevZvWrVs/8ntE2dO//7usW2egTRt/1q3Lndvg4eHJ2rUbiYpayZtvdmHUqNzlhJOSktizZxerV2/g++83kZGRzubN8m9HCCGEEEVPhiTdR6/X061bN8LCwpThSAURHBzMjRs3sLe354MPPnjk94hnl05nSWpqRczMtOh0lnnOd+rUgUGDBhIaOtTkvL9/Gz77bApGYyYnTsRTs6Yrzz2XOxembdu2/PrrUbp2fbPIngN44DOIxyN5VIfkUR2SR3VIHtUheXx6RZHDMlswPIizszMuLi4cOHCALVu2EB0dXaDroqKisLS0JCwsjNmzZxMeHl7IkYqS6tatNJKS0snOzlHWRb548QI1argCEBu7merVXbl1K42//76BnZ09Go2G48f/S1ZWNlAea2s7jhyJ56+/EqlQoQK7d+/B09OryNeqlvWx1SF5VIfkUR2SR3VIHtUheXx6RbEPgxQM+dDr9URGRuLq6oqTk1OBr7OwsGDUqFEEBgYycOBAdDpdIUYpSqpx40YRH3+IW7du0bFjAH369GP//r1cuHAerVZL1arOjBiRW1Du3Lmd7777FjMzMypUqMD48RFoNBrq129Aq1av0rt3D8zMzKhb14P27d8o5icTQgghRFlUZguGe3ML7vH19WX48Nzx4/7+/kRERDB69OjHvm+VKlVo164d33zzDe++++5Dv0c8m8aPj8jT1q5dh3z7durUlU6duuZ7rk+f/vTp01/V2IQQQgghHpfGaDQaizsIYUo2biu9zk3Sc/16cnGHoRp5VawOyaM6JI/qkDyqQ/KoDsnj0yuKIUlldpUkIYQQQgghxKOV2SFJJVVOjpFzkwq+74MoWdIzs4o7BCGEEEIIVUnBIIQK0jOzSElKL+4whBBCCCFUJwVDCaPVamQOQyl0bpKeURHj2bdvD7a2tixblrsx28KF89izZxcajRZbW1s++uhjHBwc2b17J4sWzUej0WJmZsbgwaF4ezcCYO7cWezbtxejMYdmzZ5nyJDhaDSa4nw8IYQQQpRhModBCJUEBAQyffock7bu3XsRFbWKpUtX0KKFL0uWLASgSZPmLF26kqVLVxAePpbJkz8B4Nixoxw7dpSoqJV8/XU0J04c58iRQ0X+LEIIIYQQ95T6NwxeXl7UrVtXOdbr9WRmZnLnzh1CQ0OV9hMnTjBs2DDi4uIAOH78OB07dmTRokX4+voq/a5fv05ERATHjh2jfPnyuLi4MGrUKJ577jnOnDnDJ598wtWrVzEajQQFBTFo0KAH/vU3PDyc48ePK8fJyclkZGSwb98+tdMgSoBGjXy4cuWySZuVlbXyOSMjXfm3YmlpmW+7RqMhM/MOWVl3MRohKysLOzv7IoheCCGEECJ/pb5gsLCwYP369SZtCQkJ9O3b16RgMBgMtGvXTjmOiYmhSZMmGAwGpWAwGo289957dOjQgc8++wzILTT+/vtvnJ2dGThwIB9//DEtW7YkPT2d999/nxUrVtCjR498Y4uMjFQ+5+Tk0KtXLzp0yH89fvHsWrDgCzZvjsXKyorZsxco7bt27WDBgs+5efMmU6fOBKBBg4b4+DQlKKgtRqORN97ogpvbc8UVuhBCCCHEszkkyd3dHRsbG44ePaq0xcXFodfnrj5kNBrZvHkzkyZNYs+ePWRmZgLw008/YW5uzltvvaVc5+XlRdOmTdm4cSM+Pj60bNkSgIoVKzJ27Fi+/PLLAsU0f/58bG1t6dy5s1qPKUqJ/v3fZd06A23a+LNu3Wql/eWXW7FixbdERk5j4cL5AFy6dJHz5/9g3bpYvvsujsOHfyE+/nBxhS6EEEIIUfrfMNy/k3L//v0JCAhAr9djMBjw9vYmPj4enU6Hm5sbAIcOHaJ69eq4urry/PPPs2vXLtq0acOZM2eoX79+vt/z+++/5znn6upKWloaKSkpWFtb53sdwK+//sratWtZt27d0z+wKLF0OktSUytiZqZFp7PMc75Tpw4MGjSQ0NChJu2vvNKSyMjxGI2ZHDiwhyZNfKhWzeH/z71MQsIpXnmlZZE8w/0e9Czi8Uge1SF5VIfkUR2SR3VIHp9eUeSw1BcM+Q1Jgty5DN26dSMsLCzPcCSDwaC8bQgICGD9+vW0adPmod9jNBqfaKWa1NRURowYwaeffopOp3vs60XpcetWGklJ6WRn5yg7Ll68eIEaNVwBiI3dTPXqrty6lcalSxdxcamORqPh1KmTZGbeAcpTubI9GzZ8z5tv5g5z++mnn+nc+a1i2wVTduBUh+RRHZJHdUge1SF5VIfk8ekVxU7Ppb5geBBnZ2dcXFw4cOAAW7ZsITo6GoDs7Gy2bNnCDz/8wPz58zEajdy6dYuUlBTq1KnD5s2b871fnTp1OHjwoEnbxYsXsbS0fOjbhYkTJ+Ln58eLL76o3sOJEmncuFHExx/i1q1bdOwYQJ8+/di/fy8XLpxHq9VStaozI0aEA7Bz53Y2bYrF3NycChUqMH58JBqNhldeeZVDhw4SHNwNjUbD88+/SMuWLxXzkwkhhBCiLHtmCwbIfcsQGRmJq6srTk5OAOzbtw9PT08WL16s9Pvwww/Ztm0bQUFBzJgxg9WrV9OlSxcgdzhRRkYGgYGBzJ8/n3379tGiRQsyMjKYOHEi//nPfx74/Zs2beLkyZNKsSKebePHR+Rpa9cu/0nuPXuG0LNnSJ52MzMzRo78SO3QhBBCCCGeWKmf9HxvDsO9n2nTpinn/P39+f333wkICFDaDAYDrVu3NrlHmzZtiImJQaPR8Pnnn7N3715at26NXq/n888/p0qVKlhYWDB37lzmzZvH66+/TmBgIP/617/o2bPnA2P77LPPSExMpHPnziYxZmRkqJ8IIYQQQgghCoHGaDQaizsIYUp2ei59zk3Sc/16cnGHoToZW6oOyaM6JI/qkDyqQ/KoDsnj05M5DGVQTo6Rc5P0xR2GeEzpmVnFHYIQQgghRKGQgkEF3377LV9//bVJm4+PD+PGjSumiJ496ZlZpCSlF7i//MVCCCGEEEIdUjCooFOnTnTq1EmVe2m1GhmSlI9zk/Qsjv6GjRvXo9GAu3ttRo0aR4UKFQD47LMpxMZuZOvW3QBcuXKZkSM/JCUlmZycHAYMeI8XXyyevQyEEEIIIUqzUj/puag0btwYgEuXLuHh4cHMmTOVc4mJidSvX58JEyYAMGfOHHx9fU0mOiclJfHzzz/Tv3//Yom/tLt69Spr10azePHXLFu2mpycHLZv3wLAyZPHSUkxnT+wYMEC/PxeY8mSFXz8cQTTp08ujrCFEEIIIUo9KRieQI0aNdi5c6dyvGnTJmrXrm3SJyQkhPXr1ys/NjY2RRzlsyc7O5vMzEyysrLIzMzAwcGR7OxsvvhiFgMHDjHpq9FAamoKkPu/Dg6OxRGyEEIIIUSpJ0OSnoCFhQW1atXi2LFj/Otf/yIuLg5/f3+uXbtW3KE9s6pWrUq3bj3p1KkdFSpUoFmzF2je/AVWr15Jy5Yv4eDgYNJ/0KD36NOnN99+u5r09HRmzpxbTJELIYQQQpRu8obhCQUEBBAbG8tff/2FVqulSpUqJueXLl2qDEfq1atXMUX57Lh9+zZ79uxi9eoNfP/9JjIy0omLi2HHjm106tQ1T//YWAP+/oF8910s06bNYuLEseTk5BRD5EIIIYQQpZu8YXhCvr6+zJo1C3t7e5ON4e4JCQmhT58+xRDZs2nfvn3UrOnKc8+5ANC2bVvmzv2cjIwMund/A8jdxO+ttzoSF7eZdevWMX/+AnQ6S1q2fIGsrLsYjZnodPbF+RiljpmZFp3OsrjDKPUkj+qQPKpD8qgOyaM6JI9PryhyKAXDEypfvjz169dnyZIlxMTEsGPHjuIO6ZlWrVo1jhyJ56+/EqlQoQK7d++hc+e3ePPNbkqf117zZeXK77h1Kw1nZyd27PiRgIBAzp37g/T0DLRaC1lq9THJ8rTqkDyqQ/KoDsmjOiSP6pA8Pj3ZuK2E6927N82bN8fW1ra4Q3nmeXt706rVq/Tu3QMzMzPq1vWgffs3Hth/xIiRjB49mujoFWg0Gj766GM0Gk0RRiyEEEII8WyQguEp1KlThzp16uR7bunSpWzYsEE5/uKLL4oqrGdWnz796dPnwcvS3tuDAaBWrdrMm/dVUYQlhBBCCPFM0xiNRmNxByFMycZtwy742gAAIABJREFUeZ2bpOf69eRHd/x/8opTHZJHdUge1SF5VIfkUR2SR3VIHp9eUQxJklWShBBCCCGEEA/02EOSbt++zZUrV/D09CyMeMq8nBwj5ybpizuMEic9M6u4QxBCCCGEKJMKVDD06tWLefPmkZWVRYcOHbCzs6NZs2aEh4cXdnziGZSemUVKUnpxhyGEEEIIIQqgQAVDcnIy1tbWrFmzhjfeeIPBgwcTGBhY2LGVSVqt5pmfw3Bukp4Ucv9dTZ78CQkJZ9FoNISHj6VCBQumTYskPT0NJ6dqjBv3CVZW1hw//l+mTIkAwGg00rt3P15+uVXxPogQQgghRBlQoIIhOzuba9euERcXxwcffFDYMYkyYtasaTz/fAsmTpzC3bt3ycjIYOjQd3n33SE0btyEmJj1rFixjL59B+LuXptFi77G3NycGzduEBLyFv/+ty/m5rLQlxBCCCFEYSrQpOdBgwbRp08fatSoQcOGDbl48SJubm6qBuLl5UVQUJDy8+WXXzJnzhymT59u0u/EiRP4+/sD4OfnR2BgIO3bt6d3795cv36dqKgoPv30U6X/2LFjCQkJUY6XLVvGxIkTleOtW7fi4eHB2bNnHxrfpUuX8PDwYObMmUpbYmIi9evXZ8KECQDMmTOHxYsXAxAWFoavry937txR+vr5+T1BZp5NqakpHD16hHbtggAoV64clSpV4sKF8zRq5ANAs2bPs2vXDwBYWFgoxcGdO5myp4IQQgghRBEpUMHg7+/Pxo0bGT9+PAA1atRgzpw5qgZiYWHB+vXrlZ9+/fqh1+uJjY016WcwGGjXrp1yHBUVxYYNG2jQoAELFiygcePGHDlyRDl/4sQJkpOTyc7OBuDIkSP4+Pgo52NiYmjSpEme78lPjRo12Llzp3K8adMmateu/cD+ZmZmrF279pH3LYsuX/4TnU5HRMR43nmnO5MmfUJ6ejru7rXYs2cXADt2bOPq1avKNb/99l969uxCcHA3hg8Pl7cLQgghhBBFoEAFwx9//EFwcLDyi/rJkyeZO3duoQYG4O7ujo2NDUePHlXa4uLi0OvzriLUtGlTzp8/T7169Th37hwZGRkkJydjYWGBl5cXp0+fBnILhsaNGwOQmprK4cOH+fTTTzEYHj1vwMLCglq1anHs2DEllntvO/ITHBxMVFQUWVmyws/9srOzOX36FB06vMmSJSuwsKjI8uVLCQ8fy7p1a+jduydpaWmUK1dOuaZ+/QYsX76ahQu/ZvnyJWRmZhbjEwghhBBClA0F+hPtmDFjGDlyJGPHjgXA09OT4cOHM2jQINUCycjIICgoSDnu378/AQEB6PV6DAYD3t7exMfHo9Pp8h0OtXPnTurWrYu5uTleXl4cO3aMjIwMvL29qVmzJocPH8bOzg6j0YizszMA27Ztw9fXl+eeew6dTsdvv/1G/fr1HxpnQEAAsbGxODo6otVqqVKlCteuXcu3r7OzMz4+Pqxfv55WrWSC7v+qXbsmVatW5d//bg5AYGAAixYtwts7lCVLlgBw7tw5DhzYj05naXJto0b1sba25vr1P2nQoEG+9zcz0+a5Tjw+yaM6JI/qkDyqQ/KoDsmjOiSPT68ocliggiE9PZ2GDRuatJmZmakayL0hSffT6/V069aNsLCwPMORIPev+FqtFg8PD2VCto+PD0eOHCEjI4NGjRrh5ubG/PnzsbOzU94uQO7wpuDgYCC3EIiJiXlkweDr68usWbOwt7cnICDgkc81YMAABg4cyCuvvPLIvmWJubkVDg5V+PXX47i6urFz526qV6/JH39cwtbWjpycHObM+Zx27Tpw61Yaly//SZUqVTE3N+evv66QkJCAtbXdA3c2lJ0j1SF5VIfkUR2SR3VIHtUheVSH5PHpFcVOzwUqGGxtbblw4YIy0XTTpk04Ojo+UWCPy9nZGRcXFw4cOMCWLVuIjo42OR8VFYWdnZ1JW+PGjVm1ahV37tyhR48e2NnZcfbsWezs7JT5Czdv3uSnn37izJkzaDQasrOz0Wg0jBw58qETasuXL0/9+vVZsmQJMTEx7Nix46Hx16xZEy8vL+Li4p4wA8+uoUNHMH78GLKy7lKtmgvh4ePYtMnAunVrAHj55Vbo9e0B+PXXeJYvj8Lc3BytVkNoaBg6na44wxdCCCGEKBMKVDCMGzeOMWPGkJCQgK+vL9WrV2fatGmFHZtCr9cTGRmJq6srTk5Oj+zfuHFjwsPDqVq1Kvb29gDY2dmxfft2Zs2aBcDmzZvp0KGDssIRQM+ePTl06BBNmzZ96P179+5N8+bNsbW1LVD8AwYMoH///gXqW5bUqePB4sXLTNq6dHmLLl3eytO3bVs9bdvKDthCCCGEEEXtkQVDTk4Ox44dY+nSpaSlpZGTk4O1tbXqgdw/h8HX15fhw4cDuas0RUREMHr06ALdq3LlytjZ2ZmsYNSoUSMOHz6Mp6cnkDscqW/fvibXtWnTho0bNz6yYKhTpw516tQpUCz3+terV4/jx48X+BohhBBCCCFKAo3RaDQ+qlOPHj345ptviiKeMi8nx4hW+2zvMZCemUVKUnqhfoeMiVSH5FEdkkd1SB7VIXlUh+RRHZLHp1di5jC0aNGCxYsXExAQQMWKFf8nQBlDXhiuX08u7hCEEEIIIYQAClgwfPvttwAmbxk0Gg3bt28vnKiK0alTpxg5cqRJW/ny5VmzZk2RxVDQaq80Koq3C0IIIYQQQj0FKhh++OGHwo6jxPDw8Mh3edeiotVqcAt79CZypdW5SXpSgOTkZCZP/oSEhLNoNBrCw8eyevVKLlw4D0BKSjLW1pVYunQFd+/eZerUCE6ePI5Go2XIkFB8fB4+z0QIIYQQQqijQAXD999/n297hw4dVA2mqHh5eVG3bl3lWK/Xk5mZyZ07dwgNDVXaT5w4wbBhw4iLi8PPzw8rKyu0Wi05OTkMGTKE1q1bm9zPaDRiZmbGmDFj8PHxwc/Pj0WLFuHu7q7c89NPP6VKlSp5JlyXNbNmTeP551swceIU7t69S0ZGBhMmRCrn58z5TJlcv2HDdwB8/XU0N28mEho6mEWLvkarLdBG5UIIIYQQ4ikUqGA4duyY8jkzM5P9+/dTv379Ulsw5LdJXEJCAn379jUpGO7fKO7eng8JCQn06dNHKRj+9367d+9mxowZLF++HL1eT2xsLO+99x6Qu+LU5s2bWblyZWE/YomWmprC0aNH+OijjwEoV64c5cqVU84bjUZ27NjGrFnzADh37g+aNGkGgK2tHZUqVeLkyePUq5f/Ls9CCCGEEEI9BSoYxowZY3KcnJzMiBEjCiWg4uLu7o6NjQ1Hjx7F29sbgLi4OBYvXpynb0pKCjY2Nvne53/P6fV6hg4dqhQMBw8exMXFBRcXl0J6itLh8uU/0el0RESM5/ffT+Ph4cWQIcOVCfVHjx7B1taOGjVcAahduw67d+/i1VfbcO3aVU6dOsG1a1elYBBCCCGEKAIFKhjuZ2Fhwfnz59WOpcjcv+dD//79CQgIQK/XYzAY8Pb2Jj4+Hp1Oh5ubm9IvODgYo9HIxYsXmTlzZp77ZWZmcv36daKiogDw9PREq9Vy8uRJPD0987yxKKsqVizH6dOnGDNmDA0behMZGcHatd/w/vuDAfjxx+0EBrZDp7MEoEePbvz11yX69w+mWrVqNG7cGBsbS+V8fszMtA89LwpG8qgOyaM6JI/qkDyqQ/KoDsnj0yuKHBaoYBgwYIDy2Wg08vvvv9O2bdtCC6qw5TckCXLfCHTr1o2wsLB8f7m/NyTpwoULhISE0Lx5c6ysrEzud+TIET788ENiYmLQaDRKEVK7dm1++OEHhgwZUiTPWJJVrGiDo2MVXF3rcOtWGi1avMzy5Uu5dSuNrKwstm7dyuLFy0zWFO7ffzD3NsseMKA3trZVH7rmsKzrrA7Jozokj+qQPKpD8qgOyaM6JI9Pr8Tsw9C7d2/ls5mZGS4uLjg5OT1RYCWZs7MzLi4uHDhwgC1bthAdHZ1vP1dXV+zt7Tl79iwNGzY0Ode4cWNu3rxJYmIi9vb2tGvXjt69e9OsWTM8PDywt7cvikcp0eztHahSpSoXLpzD1dWNX345gJtb7sTwX345QM2ablSpUlXpn5GRgdFopGLFihw8+BNmZmY895z7g24vhBBCCCFUVKCCYdeuXXnmLEydOvWZm8cAuW8ZIiMjcXV1fWBR9Pfff3Pp0iWqVauW59zZs2fJzs5WNrVzdXVFp9Mxffp0goODCzX20mTo0BGMHz+GrKy7VKvmQnj4OAC2b99C69ZtTPrevJnIsGHvodVqcXCowpgxE4ojZCGEEEKIMqlABcO+ffvytP3444+ltmC4fw6Dr68vw4cPB8Df35+IiAhGjx6d57rg4GC0Wi1ZWVmEhobi4OCQ535Go5HJkydjZmamXNeuXTumT5/Oa6+9VpiPVarUqePB4sXL8rTfWznpfzk7V2PlynVFEJUQQgghhLjfQwuGFStWsHLlSi5evEhgYKDSnpqaio+PT6EHV1hOnDjxwHN2dnb89ttvedoftnndw+4HEBISQkhISIHjE0IIIYQQoqR4aMEQGBjISy+9xIwZM0z2J7CyslKG3Ah15eQYOTdJX9xhFJr0zKziDkEIIYQQQjyGhxYMlSpVolKlSsyYMQPIHbufmZlJWloaaWlp+Y7hF2VLemYWKUnpxR2GEEIIIYQoJAWaw/DDDz8wadIkrl27hp2dHZcvX6ZWrVoYDIbCjq/M0Wo1uIWVnryem6QnBXjzzUAsLS3Ras0wMzNj8eJlLFw4jz17dqHRaLG1teWjjz7GwcGR8+fPERExntOnT9K37yC6d+9V3I8hhBBCCCEeoEAFw8yZM4mOjuadd97h+++/56effiqVxYKXlxd169ZVjvV6PZmZmdy5c8dkyNWJEycYNmwYcXFx+Pn54eTkxIoVK5TzQUFBZGdnExMTA8Cvv/7K1KlTuXr1KlZWVjg6OhIaGoqHhwdz5sxh9erV2NnZAaYTrJ81s2cvMBmq1r17L/r2HQjAmjWrWLJkISNGjMLGxoYPPhjOjz/uLKZIhRBCCCFEQRWoYDA3N8fW1pacnBxycnJ44YUXmDZtWmHHprr8NmxLSEigb9++JgXD/Zu2paamcuXKFZydnTl79qzJ9Tdu3OCDDz5g2rRpykTwX375hYsXL+Lh4QHkTnru06dPYT1WiWVlZa18zshIR6PRAGBra4etrR379u0prtCEEEIIIUQBFahgsLGxITU1laZNmzJ8+HDs7OwwNy/QpSWeu7s7NjY2HD16FG9vbwDi4uJYvHix0sff35/Y2Fj69OlDTEwMer2eDRs2ALB8+XI6dOhgsmpU06ZNi/YhSgCNRsOwYe8CGoKC3iAo6A0AFiz4gs2bY7GysmL27AXFG6QQQgghhHhs2oJ0mjt3LhUrVmTUqFH4+vri6urKvHnzCjs21d3bL+HeT2xsLJA7NOneEKv4+Hh0Oh1ubm7Kda+//jpbt24FYMeOHfj5+Snnfv/9d+rVq/fQ7126dKnynbt371b5qUqGefMW89VX3zB9+mzWrVtDfPxhAPr3f5d16wy0aePPunWrizlKIYQQQgjxuAr0msDS0pI///yT8+fP07FjR9LT08nOzi7s2FSX35AkyC0YunXrRlhYWJ7hSACVK1fGxsYGg8FArVq1sLCweOB3dO7cmZSUFP79738rm78960OSdDpLdLqayuc2bV7jjz9O88orLZU+nTp1YNCggYSGDlXaLCzKUbFiOXQ6S9VjMjPTFsp9yxrJozokj+qQPKpD8qgOyaM6JI9PryhyWKCCYfXq1URHR3P79m22bdvG1atXGTduHFFRUYUaXFFxdnbGxcWFAwcOsGXLFqKjo/P0CQgIYMKECURGRpq0165dm+PHj9O6dWsA1qxZw6ZNm9i5c2dRhF4iXLnyN0ZjDpaWVqSnp7N79x5CQv7DsWMnqVHDFYDY2M1Ur+7KrVtpynUZGXfRaO6atKlFp7MslPuWNZJHdUge1SF5VIfkUR2SR3VIHp/e0+TQ0bFSgfoVqGD45ptvWLNmDV26dAHAzc2NxMTEJwqspNLr9URGRuLq6oqTk1Oe861bt+batWu0bNmSa9euKe09evSgS5cutGzZUpnHkJGRUWRxlwSJiX8zatQIALKzs3nttdd54YUWfPTRCC5cOI9Wq6VqVWdGjAgH4O+/b/Cf/7xNamoqWq2GNWtWsnz5apNJ0kIIIYQQomQoUMFQvnx5ypcvrxxnZZXO3XrvzWG453+XOPX39yciIkIZRnQ/a2tr+vXrl6fd0dGRzz77jGnTpnH16lXs7e3R6XS8++67hfMQJZCLS3Wiolbmaf/006n59re3d+C772ILOywhhBBCCKGCAhUMzZo1Y/78+WRkZLB3715WrFhhMvG3tDhx4sQDz9nZ2fHbb7/laf/hhx/ytFWvXl3ZgwGgUaNGLF++PN/7vv/++08QqRBCCCGEECVDgVZJureUat26dYmOjubll1/mgw8+KOzYhBBCCCGEEMXsoW8YLl++TLVq1dBqtXTp0kWZwyAKT06OkXOT9MUdRoGlZ5bO4WlCCCGEEKJgHvqG4X/H4cvQmrIpPTOL69eTH/iTkpRe3CEKIYQQQohC9NA3DEajUfl88eLFQg9GgFarwS3MUNxhKM5N0pPy/5+zs7P5z3964ehYhSlTZip9PvtsCrGxG9m6NXdTujt37jBx4jhOnTqBjU1lJkyIxNm5WjFEL4QQQgghntZD3zBoNJp8P4uyac2aldSs+ZxJ28mTx0lJSTZpi4lZT6VKlYiO/p6uXbszb96cogxTCCGEEEKo6KEFw8mTJ/Hx8aFx48acOnUKHx8f5fjengMF5eXlRVBQkPLz5ZdfMmfOHKZPn27S78SJE/j7+wPg5+en7Pdw48YNQkNDefXVV3njjTfo2rUrW7duBeDnn3/Gw8ODNWvWKPc5fvw4Hh4eLF68+IExhYWFsWnTpgLFn5SUxDfffPNYz/y/li5dSnp66R2+c+3aVfbv30tgYAelLTs7my++mMXAgUNM+u7Zswt//9zdsl955VUOHTpg8rZKCCGEEEKUHg8dkvSwZUgfl4WFBevXrzdpS0hIoG/fvoSGhiptBoOBdu3amfQzGo28++67dOjQQSkw/vzzT5MlT+vWrUtcXBydO3dW7uPp6ala/ElJSaxcuZIePXo80fVff/017du3p2LFiqrFVJRmz57OwIGDSUtLVdq+/XY1LVu+hIODg0nf69evUaVKVQDMzc2xsrLm9u3b6HS6Io1ZCCGEEEI8vQItq1pY3N3dsbGx4ejRo0pbXFwcer3pKkE//fQT5cqV46233lLaXFxc6NWrl3JcrVo1MjMzuXHjBkajkd27d/PSSy89dkypqakEBwfTsWNHAgMD2bZtGwDTp0/nwoULBAUFMXnyZAAWLVpEp06dCAwMZPbs2QCkpaXRr18/2rdvT7t27YiNjeXrr7/m2rVrBAcHm8RcWuzduxudzg5PTy+l7caN6+zYsY1Onbrm6Z/fywQZ0SaEEEIIUToVaOM2Ndy/y3L//v0JCAhAr9djMBjw9vYmPj4enU6Hm5ubybVnzpyhXr16j/yO119/nU2bNuHl5UX9+vVNdqcuqAoVKvDFF19gbW1NYmIiXbt25dVXXyU0NJQzZ84ob0n27NnD+fPnWbt2LUajkYEDB3Lw4EESExOpUqUKX375JQDJyclUqlSJpUuXEhUVhZ2d3WPHVNxOn/6N/ft306XLPjIzM0lNTeXtt7tSrlw5und/A8j9//ettzoSF7eZatWcSUu7jU73HFlZWaSlpeLq6lyk82DMzLTodJZF9n3PKsmjOiSP6pA8qkPyqA7Jozokj0+vKHJYZAVDfkOSAPR6Pd26dSMsLCzf4Uj5GT9+PIcOHaJcuXJ8++23Sru/vz9Dhw4lISEBvV7PkSNHHjtOo9HIjBkzOHjwIFqtlqtXr3Ljxo08/fbu3cvevXvp0CF3TH9aWhrnzp2jadOmTJ48malTp9KqVSuaNm362DGUNO+8M4B33hkAwOHDv7Bq1XKTVZIAXnvNl5Urv+PWrTSef/7frFmzFje3umzbtpnGjZty+3bRzt/Q6Sy5dSutSL/zWSR5VIfkUR2SR3VIHtUheVSH5PHpPU0OHR0rFahfsQ5JAnB2dsbFxYUDBw6wZcsWZcLz/6pTpw7Hjx9XjseNG8fSpUu5efOmST9HR0fMzc3Zu3cvL7744hPFs3HjRhITE1m3bh3r16/HwcGBzMzMPP2MRiP9+vVj/fr1rF+/nq1bt9K5c2eee+451q1bR926dZk+fTqff/75E8VRmrVrF8Tt27fp2rUD0dHfMGDAe8UdkhBCCCGEeEJF9obhYfR6PZGRkbi6uuLk5JTn/AsvvMCMGTNYsWIF3bt3B3KHwORn8ODBJCYmYmZm9kSxJCcnY29vT7ly5fjpp5/4888/AbCysiI19Z8Jvy1btmTWrFkEBgZiZWXF1atXMTc3JysrC51OR1BQEFZWVqxbt87k+tI4JOl/+fg0xccn71uTe3swQO6wrokTJxdlWEIIIYQQopAU2xwGX19fhg8fDuQOJYqIiGD06NH5XqvRaPjiiy+IjIxk0aJF2NnZUbFiReX6//W4y72OGzeOiIgIIPdtx7x58xg4cCBvvPEGXl5euLu7A2Bra4uPjw/t2rXD19eXDz/8kLNnz9KtWzcALC0tmTp1KufPn2fKlClotVrMzc35+OOPAejSpQt9+/bF0dGRZcuWPVaMQgghhBBCFBeNURbIL3FK2k7P168nP7pjCSNjItUheVSH5FEdkkd1SB7VIXlUh+Tx6RXFHIYSMSRJ/CMnx8i5SfpHdywi6ZlZxR2CEEIIIYQoRmWiYBg/fjyHDx82aXv77bfp1KlTMUVUOqRnZpGSVHp3pxZCCCGEEE+vTBQM48aNK+4QCkyr1ZSYIUnnJulJ+f/P2dnZ/Oc/vXB0rMKUKTMZP340J08ex9zcHC+v+owc+RHm5rn/nA4f/oXZs2coE8A///zL4nsIIYQQQgjxVMpEwSCe3po1K6lZ8znS0nJXimrTpi1jx34CwMcff8TGjd/TseObJCcnM2PGZKZNm4OTkxM3byYWZ9hCCCGEEOIpFes+DF5eXgQFBSk/X375JXPmzGH69Okm/U6cOKHsz+Dn50dgYCDt27end+/eXL9+naioKD799FOl/9ixYwkJCVGOly1bxsSJE5XjrVu34uHhwdmzZx8a36VLl/Dw8GDmzH82KUtMTKR+/fpMmDDBpG/79u0ZNmyYSduAAQP4/vvvlePRo0ezaNGiR2Sl5Ll27Sr79+8lMLCD0vbiiy3RaDRoNBrq1avPtWtXAdi6dRMvvdRKWR7X1rZ0LyMrhBBCCFHWFWvBcG/353s//fr1Q6/XExsba9Lv/h2go6Ki2LBhAw0aNGDBggU0btzYZFfnEydOkJycTHZ2NgBHjhwxWW41JiaGJk2a5Pme/NSoUYOdO3cqx5s2baJ27domfc6ePYvRaOTgwYOkpf0zS3306NHMnj2bpKQkDh8+zNGjRwkODi5YckqQ2bOnM3DgYDQaTZ5zWVlZbN4cywsvtADg4sULJCcn8957/ejduydxcTFFHa4QQgghhFBRse/0fD93d3dsbGw4evSo0hYXF4den3floKZNm3L+/Hnq1avHuXPnyMjIIDk5GQsLC7y8vDh9+jSQWzA0btwYgNTUVA4fPsynn36KwfDouQIWFhbUqlWLY8eOKbHcvxv1xo0bad++PS1btuSHH35Q2qtXr07Xrl2ZOnUq48ePZ+zYsZQrV+7xk1KM9u7djU5nh6enV77np0+fhLe3D97eufnNzs7i1KkTTJ06ixkzPicqajEXLpwvypCFEEIIIYSKinUOw/2bufXv35+AgAD0ej0GgwFvb2/i4+PR6XS4ubnluX7nzp3UrVv3/yfeenHs2DEyMjLw9vamZs2aHD58GDs7O4xGI87OzgBs27YNX19fnnvuOXQ6Hb/99hv169d/aJwBAQHExsbi6OiIVqulSpUqXLt2TTkfFxfHV199xR9//MHy5ctN3ob07t2b1157jSZNmtCsWbOnzFjRO336N/bv302XLvvIzMwkNTWVyMiPmTx5CnPnfkFqahKffjoRrTa39nR1rU7Vqo44O9sD0KxZM65cOU/DhvkXHIXFzEyLTmdZpN/5LJI8qkPyqA7Jozokj+qQPKpD8vj0iiKHxVow3BuSdD+9Xk+3bt0ICwvLMxwJIDg4GK1Wi4eHBx988AGQu8PzkSNHyMjIoFGjRri5uTF//nzs7OyUtwuQO7zp3rCggIAAYmJiHlkw+Pr6MmvWLOzt7QkICDA59+uvv2Jra4uLiwtOTk6MGjWK27dvU7lyZQBOnTqF0Wjkjz/+ICcnR/nFurR4550BvPPOACB39aNVq5YTHv4xy5at4McfdzNr1lySkjKU/k2btuCzz6bQtWsSWVlZxMfH07FjlyLflEU2glGH5FEdkkd1SB7VIXlUh+RRHZLHp1dmN25zdnbGxcWFAwcOsGXLFqKjo03OR0VFYWdnOpm2cePGrFq1ijt37tCjRw/s7Ow4e/YsdnZ2yvyFmzdv8tNPP3HmzBk0Gg3Z2dloNBpGjhyZ7/j8e8qXL0/9+vVZsmQJMTEx7NixQzlnMBj4448/8PPzAyAlJYUtW7bQuXNncnJyGD9+PFOmTGHVqlWsXLmSHj16qJWmYjVtWiRVqzrRv39vAF5+uRXvvNMXN7fneP75FwkJeQuNRkNgYAfc3Ws/4m5CCCGEEKKkKpEFA+S+ZYiMjMTV1VVZcedhGjduTHh4OFWrVsXePnc4jJ2dHdu3b2fWrFkAbN68mQ4dOpiscNSzZ08OHTpE06ZNH3r/3r1707x5c2xtbZW2nJwcNm3axIYNG6hH+UQrAAAgAElEQVRatSoAP/30E/PmzaNz586sWrWKmjVr8vzzz+Pm5ka3bt3w9/fPU+yUFj4+TfHxyc3Trl0/P7Bf9+5v073720UVlhBCCCGEKETFOj7m3hyGez/Tpk1Tzvn7+/P777/nGQL0IJUrV8bOzs5kBaNGjRqRmJiIp6cnkPs2oHXr1ibXtWnTho0bNz7y/nXq1KFjx44mbQcPHqRq1apKsQC5Y/bPnj3Ln3/+yaJFi/jwww8BqFq1Km+//TZTp04t0PMIIYQQQghREmiMRqOxuIMQ/8jJMaLVPnh4VFFKz8wiJSm9uMN4IjIm8v/Yu/ewqsq8/+PvDQaKiNszRBJhHkifNLOcSn4WIQZLA9M8lKZmWmZjDpiDZppGYOYzTlnZpFP2VM5oTWqBKOExT5klWGmlMqY2CnggBBEE1u8Phl0ImsrioPvzui6vS+619trf9bkmx6/rvtdtDeVoDeVoDeVoDeVoDeVoDeVYdU67hsHZZWWdqu0SREREREQANQxA6ZuMJk2aVG7Mzc2NDz/8sFbqudhuz2pX8hMFEREREakeahiA9u3bV/p619rg4mLDP+b3N5SrDgdmGRwvKOCpp0ZTWHiW4uJi7rnnXkaNepwnn3zMsYv1yZMnuOmmjsTH/y9ff72DyZOj8fHxBX59W5KIiIiIXB2uuoYhMDCQdu3aOX42DIOCggIKCwuJjo52jO/Zs4eoqCiSkpL46KOPePfddwEwTZMJEyYQEhKCaZrMnz+f5cuXY7PZaNmyJdOmTaNt27YABAcH4+3tzeLFix3XjYiIoLi4mISEBMdYbGwsq1evZsOGDXV+HwY3NzdeeeVNPDw8KCoqYuzYUXTvfidvvLHQcc6zzz5Djx49HT937nwLs2f/tTbKFREREZFqdtU1DJVtBpeens7o0aPLNQxlG8IdPXqUN998k2XLltGoUSPy8vI4ceIEAB988AE7d+5kxYoVNGjQgE2bNjF27FgSExNxd3cHIC8vjyNHjuDj48P+/fsr1FNSUkJKSgo+Pj58+eWXdO/evRrvvupsNhseHqW7BRYVFVFcXFRuj4rTp/P46qsdTJkyvbZKFBEREZEaVLf/udsiAQEBeHl5kZaW5hhLSkrCMAyOHz9Ow4YNHX9JbtiwIa1btwZgwYIFPPfcczRo0ACAHj16cMstt/DJJ584rhMWFsbKlSsBSEhIwDCMct/9xRdf0LZtW4YMGUJiYu1MNbpUxcXFjBjxEH379qJbt+507NjJcWzDhnV063YbDRt6Osa+/fYbhg8fQnT0eNLTKzZNIiIiInLluuoahnP3dij7y7xhGI6/sKempmK32/H396dDhw40b96ce++9l8mTJ7N27VqgdMfm/Px8/Pz8yl2/U6dO7Nu3z/Fz7969+eyzzwBYt26dY8fnMmVNRK9evVi3bh1nz56ttnu3iqurK4sWLebjj1eyZ893pKf/er8pKcmEhPR2/Ny+fQc++uhT3n33HwwYMJApUybWRskiIiIiUk2cYkoSlDYMgwcPJiYmxjEdCUr/crxw4UK++eYbtm7dSnx8PN999x0jR46s9PqmaZabotO4cWO8vLxITEykTZs21K9f33GssLCQDRs2MHnyZDw9PencuTObN2/m7rvvtvamLWS3e5T7/R13/IG0tB107Xoz2dnZfP/9d7zxxuuOKVm/PT8sLJS5c2djmgXldsSuDa6uLuVqk8ujHK2hHK2hHK2hHK2hHK2hHKuuJjK86hqG8/Hx8cHX15ft27eTnJzMkiVLHMdsNhs333wzN998M3feeSdTpkzhj3/8Iw0aNODQoUOOKUoAu3fv5rbbbit37fDwcGbOnEl8fHy58c8//5zc3Fzuv/9+APLz86lfv36dbhj+/e+fqVevHo0aNaKg4AybNm3m4YeHk519muXLP+GOO3qQn19Mfn7pG5OOHz9G06bNsNls7N79LUVFxYBbrW/Coo1grKEcraEcraEcraEcraEcraEcq04bt1nMMAzi4+Px8/PD29sbgIyMDI4dO0bHjh0B+P7777n22msBGDVqFLGxsbzyyivUr1+fLVu28NVXXzFz5sxy1w0JCSEzM5MePXqQmZnpGE9MTCQ2NtbxNOP06dPce++95OfnO9ZF1DXHjx/jxRenU1JSQklJCcHBvbjrriCgdDrS0KEjyp2/fv0ali37F66urri7uzNjRly5JzAiIiIicmW76hqGsjUMZYKCgpg4sXRefVhYGHFxcUydOtVxvKioiJdeeonMzEzc3d1p2rQpM2bMAGDYsGHk5OTQt29fXFxcaNGiBW+88Ua5aUcAnp6ejBkzptxYfn4+mzZtKtdceHh4cOutt7Ju3TrCw8Mtv3cr3HhjW955Z3Glx1577a0KY/37D6J//0HVXZaIiIiI1BKbaZpmbRch5dXmxm1ZWadq5butpkec1lCO1lCO1lCO1lCO1lCO1lCOVacpSU6opMTkwCzj90+sBvkFRbXyvSIiIiJSd6lhqIOuln/lFxEREZErnxqGOuhiHw9djPyCInJz8i27noiIiIg4FzUMdYyLi83SNQwHZhnszzhKbOx0Tpw4js3mwv3392PgwCGOcxYvfo833niFhIQU7HY7X3+9g8mTo/Hx8QWgZ897GDlytGU1iYiIiMiVo843DIGBgbRr187xs2EYFBQUUFhYSHR0tGN8z549REVFkZSURHBwMB999BFNmzZ1fL64uJjrrruO2bNnc+TIESZNmgTAkSNH8PT0pFGjRjRp0oRFixZVqOHw4cPce++9jB07lgkTJgBw4sQJgoKCGDRoENOmTaveEKrI1bUeTz31J9q378Dp03k8+ugwbrutOzfcEEBGxlF27PiCVq28y32mc+dbmD37r7VUsYiIiIjUFXW+Yahs5+b09HRGjx5drmH47e7N5/v8n//8Zz744APGjh3rGIuJieHuu+/mvvvuu2AdrVu3Zv369Y6GYdWqVdx4441Vurea0rx5c5o3bw6Ah0dD/P39OXYskxtuCGDevL8wdux4Jk+O/p2riIiIiIgzcqntAi5HQEAAXl5epKWlOcaSkpIwjAu/XahLly5kZGRc1nfWr1+fNm3a8M033zi+LywszHF87dq1PPjgg0RGRjJixAiOHTsGQGxsLK+99hpQuvPzww8/TElJyWXVYIUjR/7Djz/+wE03dWLTpg00b96Stm3bVTjv22+/YfjwIURHjyc9fX8tVCoiIiIidUGdf8Jw7kZsjz/+OOHh4RiGQWJiIp07dyY1NRW73Y6/v/95r1NcXMzWrVsZMGDAZdcSHh7OypUradGiBS4uLrRs2dKxs/Ott97K0qVLsdlsfPjhhyxcuJCYmBiio6MZMGAA3bp1IzY2lgULFuDiUrN9mt3uAcDp03lMnx7D5MlTaNq0ER98sIi33lpIo0YeuLjYaNy4AXa7B7ff3pWUlBQ8PBqyceMGpk59hpUrV9VozVXl6uriuG+5fMrRGsrRGsrRGsrRGsrRGsqx6moiwzrfMFQ2JQlK1zIMHjyYmJiY805Hgl8bjp9//pmOHTty1113XXYtQUFBvPLKKzRr1qzCTs1Hjx7lT3/6E1lZWRQWFnLdddcB0KBBA1544QWGDh3K5MmT8fPzu+zvv1zZ2acpKipi0qQJBAeHctttd7F7914OHTpMv36RAGRlZdK//wMsWPAuzZqVTl8qLDzNzTffRmHhWQ4c+A92u73Ga79c2gjGGsrRGsrRGsrRGsrRGsrRGsqx6mpi47YrckoSgI+PD76+vmzfvp3k5ORy04N+q6zhWLduHWfPnuWDDz647O90c3OjY8eOvPPOO4SGhpY7Fhsby8MPP8ynn37KzJkzKSwsdBz78ccfsdvtjqcRNc00TeLjZ3L99TcwePBQANq0uZGEhM/46KNP+eijT2nRoiVvv/0BzZo15/jxY5RtAL5797eUlJTQuHHjWqldRERERGpXnX/CcCGGYRAfH4+fnx/e3t4XPLdRo0ZMnTqVJ598kiFDhnDNNddc1nc++uij3H777TRp0qTc+KlTp2jVqhUAy5cvd4z//PPPvPPOOyxbtowxY8YQEhJC586dL+u7L9euXWmsXr2SNm1uZMSIhwB4/PEnueOOHpWev379GpYt+xeurq64u7szY0YcNputJksWERERkTqizjcM565hCAoKYuLEiQCEhYURFxfH1KlTL+paN910Ex06dCAxMZHIyMjLqqdt27a0bdu2wvhTTz3F008/TatWrejcuTOHDx/GNE2effZZJk2aRKtWrXjxxReZPHkyH330Ee7u7pf1/Zejc+cubNq044LnfPTRp47f9+8/iP79B1V3WSIiIiJyBbCZZXNPpM6weuO2rKxTll3vSqE5kdZQjtZQjtZQjtZQjtZQjtZQjlVXE2sY6vwTBmdTUmJyYNaFXw97KfILiiy7loiIiIg4HzUMv/HDDz84doAu4+bmxocfflhLFV26/IIicnPya7sMEREREblKqGH4jfbt21f6Ctea5OJiq9KUpAOzDKbEzWDLlk00adKE995bCsDevT/w8svxFBYW4urqSnT0n7nppk7k5uYyc+ZzZGQcpbi4mCFDhmIY91t1OyIiIiJyhXOqhiEwMJB27X7d1dgwDAoKCigsLCQ6OtoxvmfPHqKiokhKSiI4OBhvb28WL17sOB4REUFxcTEJCQkA7Nq1i5dffpmMjAwaNmxIixYtiI6Opn379qSnpzN9+nRycnIoLCykW7duvPDCC9V6n+HhfenffxCxsdMcY2+88SojR47mjjvuYuvWTbzxxqu89tpbfPzxUvz9b2D27LmcPHmShx7qT2ho2GW/RUpEREREri5O1TBUtglceno6o0ePLtcwnLsRXF5eHkeOHMHHx4f9+/eX+/yxY8eYMGECc+bMoWvXrgDs2LGDQ4cO0b59e1588UWGDx9OSEgIUDrtqbp16dKVI0f+U27MZrNx+nQeALm5uTRv3uI346cxTZP8/NN4eXnh6upa7TWKiIiIyJXhit24zSoBAQF4eXmRlpbmGEtKSsIwfl14HBYWxsqVKwFISEgod+z9998nMjLS0SwAdOvWzdEgZGZmltsjon379tV2Lxcyfnw0r7/+Cg88YPD666/wxBNPAdC//0B++unfREbex/Dhg3n66Ym4uDj9/yxERERE5L+c6m+GZXs6lP0qawIMwyAxsXTdQGpqKna7HX9/f8fnevfuzWeffQbAunXrCA4Odhzbt28fN91003m/c8SIEQwfPpzHHnuMRYsWkZOTUw139vuWL/+I8eOj+PjjRP74xyji40unRX3xxVbatm3H8uWreOedxcydO5u8vNxaqVFERERE6h6nn5IEpQ3D4MGDiYmJqTAdCaBx48Z4eXmRmJhImzZtqF+//nm/48EHHyQ3N5e77rqLqVOn0r9/f3r06MHnn3/OmjVr+Oc//8knn3yCm5ub5fdXxm73IC+vAa6uLtjtHgCsWpXI9OnTsNlsPPDA/cyeHYvd7kFy8koee+wxmjRpSJMm7WndujUnThzF1/fmaquvJvz23uXyKUdrKEdrKEdrKEdrKEdrKMeqq4kMnaphOB8fHx98fX3Zvn07ycnJLFmypMI54eHhzJw5k/j4+HLjN954I7t373ZMQfrwww9ZtWoV69evd5zTqlUrBgwYwIABA+jTpw8//vgjnTp1qrb7yc4+TU5OPsXFJY6NPJo1a866dZ/TtWs3duzYjq9va7KzT9OsWQvWr/+cNm1u4sSJ46Snp9OoUfMrfhMVbQRjDeVoDeVoDeVoDeVoDeVoDeVYddq4rQYZhkF8fDx+fn7l1hyUCQkJITMzkx49epCZmekYf/jhhxk4cCA9evRwrGM4c+aM4/jGjRu54447uOaaa8jKyiI7O5tWrVpV671Mnz6F1NSvyM7Opl+/cEaNGsOkSVN55ZU5FBcX4+bmxqRJzwIwYsRjvPji8zzyyCBM02Ts2D9it9urtT4RERERuXI4VcNQtoahTFBQEBMnTgRKFzbHxcUxderUSj/r6enJmDFjKoy3aNGCuXPnMmfOHDIyMmjWrBl2u51x48YBsHnzZl588UXc3d0BeOaZZ2jRooXVt1bOjBlxlY6//fb7FcaaN2/B3LmvV2s9IiIiInLlspmmadZ2EVJeVTduy8o6ZWE1VyY94rSGcrSGcrSGcrSGcrSGcrSGcqy6mpiS5FRvSRIRERERkUvjVFOSrgQlJSYHZhm/f+J55BcUWViNiIiIiDg7NQxXuPyCInJz8mu7DBERERG5SqlhqGNcXGyXtIbhwCyDXCAubgZbtmyiSZMmvPfe0nLnLF78Hm+88QoJCSnY7XYWL/4/kpNXAVBcXMRPPx0gIeEzvLwaW3krIiIiInIVcLqGITAwkHbt2jl+NgyDgoICCgsLiY6Odozv2bOHqKgokpKSyMvLY/bs2WzevBlPT09cXFwYPHgwAwcO5PDhw4SHh3PDDTdw9uxZunXrxvPPP4+Liwt79+7lhRdeICMjA9M0iYiI4Mknn8Rms1l+X+HhfenffxCxsdPKjWdkHGXHji9o1erXV8U+9NAjPPTQIwBs2rSRpUsXq1kQERERkUo53aLnst2ey36NGTMGwzBYuXJlufN+u+Pz1KlTady4McnJySxfvpyFCxeSnZ3tONfPz48VK1bwySefsH//flJSUjhz5gxjx45lzJgxrF69mhUrVrBz504WL15cLffVpUtXvLy8KozPm/cXxo4df94mJSVlNSEhvaulJhERERG58jldw1CZgIAAvLy8SEtLc4wlJSVhGAYHDx5k165dTJgwAReX0riaNm1a6Z4M9erV45ZbbuGnn37i008/pWvXrvTo0QOABg0aMG3aNN56662auSlg06YNNG/ekrZt21V6/MyZM3zxxVbuvju4xmoSERERkSuL0zUMZZu3lf0qe7JgGAaJiaVrB1JTU7Hb7fj7+7N37146dOjgaBYuJD8/n61bt9KuXTv27dtHx44dyx338/Pj9OnT5ObmWn9j5zhz5gzvvvs2jz32xHnP2bx5I//zP501HUlEREREzsvp1jCUTUk6l2EYDB48mJiYmHLTkc41f/58Vq1axfHjx9m0aRMABw8eJCIiApvNxr333kvPnj3ZvHlztaxVqIzd7gFAXl4DXF1dsNs9+PHHw2RkHOHRRx8CICsrk8ceG8o//7mE5s1Ld5resGENERF9HZ+/mpTlIFWjHK2hHK2hHK2hHK2hHK2hHKuuJjJ0uobhfHx8fPD19WX79u0kJyezZMkSAG688Ua+//57SkpKcHFxYezYsYwdO5ZbbrnF8dmyNQy/1bZtW7788styY4cOHcLDwwNPT09Lay/b3S8nJ5/i4hKys0/TsuV1fPJJsuOcAQP6snDhe9Sr15Ds7NKnHF9++SWTJz9/Ve6wqJ0jraEcraEcraEcraEcraEcraEcq047PdcwwzCIj4/Hz88Pb+/Stwpdf/31dOrUib/+9a8UFxcDUFBQgGmaF7xW3759+eqrr9iyZQtQOkUoNjaWxx57rFpqnz59Ck88MZKDB3+iX79wEhKWX/D8jRvXcfvt3WnQoEG11CMiIiIiVweb+Xt/873KnPta1aCgICZOnAjAiRMnCAoKYurUqQwZMsRxTm5uLrNnz2bTpk3Y7Xbc3d0xDIOhQ4dy+PBhnnjiCRISEip81w8//EBsbCyZmZmUlJQQERHBuHHjfneq0qXuw5CVdeqiz3cW+hcLayhHayhHayhHayhHayhHayjHqquJJwxO1zBcCdQwVJ3+ALKGcrSGcrSGcrSGcrSGcrSGcqw6TUkSEREREZFapUXPdUxJicmBWcZFn59fUFSN1YiIiIiIs9MThitYfkERuTn5tV2GiIiIiFzF9IShjnFxsV30GoYDswymxM1gy5ZNNGnShPfeWwrA66+/wubNG7nmmmu49trrmDJlOo0alc5R27dvLy+/HEdeXh4uLjYWLPg/3N3dq+1+REREROTK5lQNw7lvSDIMg4KCAgoLC4mOjnaM79mzh6ioKJKSkggODsbb25vFixc7jkdERFBcXExCQgL5+flMnTqVH3/8EdM0adSoEQsXLqRhw4ZkZWURFxfHN998g5ubG76+vkyZMoUbbrjBsnsKD+9L//6DiI2d5hi77bbuPP74OOrVq8cbb7zKe++9w5NPjqeoqIgXXniOqVNn0rZtO375JZt69ZzqfwIiIiIicomc6m+Lle3ynJ6ezujRo8s1DOfu9JyXl8eRI0fw8fFh//795T7/f//3fzRv3pz//d//dVzvmmuuwTRNnnrqKSIjI5k7dy5Q2ogcP37c0oahS5euHDnyn3Jjt9/+B8fvO3b8H9avXwPAl19uo02btrRtW9o0NW5st6wOEREREbk6Of0ahoCAALy8vEhLS3OMJSUlYRi/LjwOCwtj5cqVACQkJJQ7lpWVRatWrcpdz83NjW3btlGvXr1y+zkEBgbSrVu36rydChITP+EPf7gTgEOHDmKzQVTUUzz66MN88MG7NVqLiIiIiFx5nKphOHPmDBEREY5fZU2AYRgkJpauG0hNTcVut+Pv7+/4XO/evfnss88AWLduHcHBwY5j/fv3Z8GCBQwaNIi5c+dy4MABAPbu3UvHjh1r5sbO4913/46rqyuhoWEAFBUVs2tXGtOmxfLGG39n48b17NixvVZrFBEREZG6zemnJEFpwzB48GBiYmIqTEcCaNy4MV5eXiQmJtKmTRvq16/vOBYYGEhKSgqbN29my5YtDBgwgCVLllT7vZSx2z3Iy2uAq6sLdruHY3zFiuVs376FhQvfpkGDBgD4+7fm9ttvx9//WgDuueduDh7cT0jI3TVWb005Nw+5PMrRGsrRGsrRGsrRGsrRGsqx6moiQ6dqGM7Hx8cHX19ftm/fTnJycqV/4Q8PD2fmzJnEx8dXONawYUNCQ0MJDQ3FxcWFDRs2EBgYyOrVq6u99uzs0+Tk5FNcXOLY5W/bti0sWLCAefPeoqDApKCgdLxTp64sXLiAo0dPUK9ePbZu/YJBgx66KndY1M6R1lCO1lCO1lCO1lCO1lCO1lCOVaednmuQYRjEx8fj5+eHt7d3heMhISGMGjWKHj16lBv/6quv+OWXXwAoLCxk3759XHvttfzhD3+gsLCQpUuXOs7dtWsX27dbOwVo+vQpPPHESA4e/Il+/cJJSFjO3LmzOX36NH/60zhGjHiIl1+OA8DLy4tBgx7mscceYeTIh2jfvj133tnjd75BRERERJyZUz1hKFvDUCYoKIiJEycCpQub4+LimDp1aqWf9fT0ZMyYMRXGDx06xPPPPw9ASUkJPXv2pHfv3thsNl577TXi4uJ46623cHd3d7xW1UozZsRVGOvTJ/K85/fuHU7v3uGW1iAiIiIiVy+baZpmbRch5V3Kxm1ZWaequZorkx5xWkM5WkM5WkM5WkM5WkM5WkM5Vl1NTElyqicMV4KSEpMDs4zfPxHILyiq5mpERERExNmpYaiD9NRAREREROoKNQx10MU8HsovKCI3J78GqhERERERZ6aGoY5xcbFd1BqGA7MMpsTNYMuWTTRp0oT33it9G9PatSm8/fZb/PTTv1mw4F06dLip3OeOHj3KsGEPMnLkGB56aFi13IOIiIiIXD2cqmEIDAykXbt2jp8Nw6CgoIDCwkKio6Md43v27CEqKoqkpCSCg4Px9vZm8eLFjuMREREUFxeTkJAAlL4u9eWXXyYjI4OGDRvSokULoqOjWbt2LatWrQLgxx9/dHx3//79eeSRR6p8P+HhfenffxCxsdMcYwEBbYiLm83s2RXfngQwb97/0r37nVX+bhERERFxDk7VMFS203N6ejqjR48u1zCcu9tzXl4eR44cwcfHh/3795f7/LFjx5gwYQJz5syha9euAOzYsYNDhw4xduxYxo4dC8Att9xS6S7TVdGlS1eOHPlPuTF//xvOe/7Gjeu59trryu1ULSIiIiJyIU6/cVtAQABeXl6kpaU5xpKSkjCMX99UFBYWxsqVKwFISEgod+z9998nMjLS0SwAdOvWjZCQkBqo/uLl5+fzwQfvMnLk6NouRURERESuIE71hOHcjdsef/xxwsPDMQyDxMREOnfuTGpqKna7HX9/f8d5vXv3ZvLkyYwaNYp169YxZ84cPvnkEwD27dtHZOT5N0qrTna7B3l5DXB1dcFu9yh3rF49Vzw96zvGFyx4jZEjR3Dttc2pX/8aGjS4psJnriaVZSKXTjlaQzlaQzlaQzlaQzlaQzlWXU1k6FQNQ2VTkqB0LcPgwYOJiYmpMB0JoHHjxnh5eZGYmEibNm0uOKXnwQcfJDc3l7vuuuu8u0ZbJTv7NDk5+RQXl1TYsKOoqJjc3DOO8Z07U1m9ejVz5swhN/cUNpsLJSU2+vcfVK011hZtBGMN5WgN5WgN5WgN5WgN5WgN5Vh12rithvj4+ODr68v27dtJTk5myZIlFc4JDw9n5syZxMfHlxu/8cYb2b17t2MK0ocffsiqVatYv359TZR+0d54Y6Hj93//+99o0MDjqm0WRERERMQ6ahj+yzAM4uPj8fPzw9vbu8LxkJAQMjMz6dGjB5mZmY7xhx9+mIEDB9KjRw/HOoYzZ87USM3Tp08hNfUrsrOz6dcvnFGjxtCoUWP++teXyc4+yTPPTKBt23b85S+v1Ug9IiIiInL1caqG4dw1DEFBQUycOBEoXdgcFxd33mlEnp6ejBkzpsJ4ixYtmDt3LnPmzCEjI4NmzZpht9sZN25c9dzEb8yYUfmrU3v2vOeCnxs16vHqKEdERERErkI20zTN2i5CyrvYjduysk7VQDVXJs2JtIZytIZytIZytIZytIZytIZyrDqtYXBCJSUmB2YZv3tefkFRDVQjIiIiIs5ODUMdpCcHIiIiIlJXqGGog37v8VB+QRG5Ofk1VI2IiIiIODM1DHWMiw8PUE4AACAASURBVIvtd9cwHJhlMCVuBlu2bKJJkya8995SAHJyfmHatMkcPXoEb28fZs6chZeXF19/vYPJk6Px8fEFShdFa8dnEREREbkYTtswBAYG0q5dO8fPhmFQUFBAYWEh0dHRjvE9e/YQFRVF586d6dKlC4MHD3YcS0lJYcmSJSxYsID58+eTkJCAi4sLLi4uzJw5k86dOzNs2DAyMzNxd3fHw8ODuLg4AgICqlx/eHhf+vcfRGzsNMfY++8v4tZbb2fYsBG8994i3n9/EU8+OR6Azp1vYfbsv1b5e0VERETEubjUdgG1pWzX57JfY8aMwTAMVq5cWe68sp2fDcMgMTGxwjHDMNi5cyfr169n2bJlfPrpp7zzzjvl9nKYM2cOn3zyCf369WP27NmW1N+lS1e8vLzKjX3++QbCwkp3qQ4L68Pnn6+35LtERERExHk5bcNQmYCAALy8vEhLS3OMJSUlYRgGd955J//+978dm7bl5+ezZcsWQkJCyMrKokmTJri5uQHQtGlTWrVqVeH63bp14+DBg9VW/8mTJ2jevDkAzZs35+TJk45j3377DcOHDyE6ejzp6furrQYRERERubo47ZSkczdxe/zxxwkPD3c8SejcuTOpqanY7Xb8/f0B6NWrF0lJSQwfPpy1a9fSvXt3PD09ueuuu3j99dfp3bs3d9xxB+Hh4dx+++0VvnPdunXlpkFVhd3uQV5eA1xdXbDbPQCw2WyO30Ppegi73YPbb+9KSkoKHh4N2bhxA1OnPsPKlassqaOu+m0ucvmUozWUozWUozWUozWUozWUY9XVRIZO2zCUTUk6l2EYDB48mJiYGMd0pN8ee/nllxk+fDiJiYlERkYC0LBhQz7++GN27NjBF198wZ/+9Ceio6N54IEHAJg4cSL169fH19eX5557zpL6s7NPk5OTT3FxiWOzDru9Cfv2HaR58+YcO3aMxo3t/z1W+iCpsPA0N998G4WFZzlw4D/Y7XZLaqmLtBGMNZSjNZSjNZSjNZSjNZSjNZRj1Wnjtlrg4+ODr68v27dvJzk5mSVLljiO3XrrrWRlZfH999+zc+dO5s6d6zjm6upK9+7d6d69O+3atWP58uWOhmHOnDn8z//8T7XX3qNHT5KSEhg2bARJSQkEBfUE4PjxYzRt2gybzcbu3d9SUlJC48aNq70eEREREbnyqWGohGEYxMfH4+fnV27xss1m47777uPPf/4zPXv2xN3dHYD09HRcXFwcU5f27NnDtddeW601Tp8+hdTUr8jOzqZfv3BGjRrD0KHDmTZtMomJK2jVypsXXpgFwPr1a1i27F+4urri7u7OjBlx2Gy2aq1PRERERK4OTtswnLuGISgoiIkTJwIQFhZGXFwcU6dOrfC5Pn368Pe//73cq1dPnz5NbGwsOTk5uLq6cv311zNz5sxqrX/GjLhKx195ZX6Fsf79B9G//6BqrUdERERErk5O2zDs2bPnvMeaNm3Kd999V+mxm266iR9++KHcWKdOnfjnP/9Z6fnvvffe5RcpIiIiIlLLnLZhqKtKSkwOzDIueE5+QVENVSMiIiIizk77MIiIiIiIyHnpCUMd4+Jiwz8m8YLnHJhlMCVuBlu2bKJJkya8995SAHJyfmHatMkcPXoEb28fZs6chZeXF59/vp6FC9/EZnPB1dWV8eOj6dy5S03cjoiIiIhc4ZymYQgMDCy3aZphGBQUFFBYWFhuAfOePXuIiooiKSmJ4OBgvL29Wbx4seN4REQExcXFJCQkALBr1y5efvllMjIyaNiwIS1atCA6Opr27dszb948li5dStOmTTl79ixPPvlkuX0dqiI8vC/9+w8iNnaaY+z99xdx6623M2zYCN57bxHvv7+IJ58cz6233k6PHj2x2Wzs27eXadNiWLz4X5bUISIiIiJXN6dpGCrbqC09PZ3Ro0eXaxjO3awtLy+PI0eO4OPjw/79+8t9/tixY0yYMIE5c+bQtWtXAHbs2MGhQ4do3749ACNGjGDUqFEcOHCABx54gN69e3PNNddU+X66dOnKkSP/KTf2+ecbmDfvLQDCwvrwxz+O4cknx+Ph8evuf2fO5OuVqiIiIiJy0Zx6DUNAQABeXl6kpaU5xpKSkjCMXxcdh4WFsXLlSgASEhLKHXv//feJjIx0NAsA3bp1IyQkpMJ3+fv706BBA3JycqrjVgA4efIEzZs3B6B58+acPHnScWzDhnU89FB/nnlmApMnTzvfJUREREREynGahqFs34WyX2VNgGEYJCaWrhlITU3Fbrc7NmAD6N27N5999hkA69atIzg42HFs37593HTTTRf1/d999x3XX389zZo1s+iOLk3PnvewePG/iI+fw4IFb9ZKDSIiIiJy5XHqKUlQ2jAMHjyYmJiYCtORABo3boyXlxeJiYm0adOG+vXrn/c7HnzwQXJzc7nrrrscm74tWrSIpUuXcvjwYRYuXGjZ/djtHuTlNcDV1QW7vXTKUfPmzTl7No8WLVqQlZVF8+bNHMfK3H13D+LjZ2CaBTRp0sSyeuqa3+Yil085WkM5WkM5WkM5WkM5WkM5Vl1NZOg0DcP5+Pj44Ovry/bt20lOTmbJkiUVzgkPD2fmzJnEx8eXG7/xxhvZvXu3YwrShx9+yKpVq1i/fr3jnLI1DMnJyUyaNImUlBTc3d2rXHd29mlycvIpLi4hO/s0AHfcEcQ///khw4aN4J///JA77wwiO/s0hw8fwtf3Omw2Gz/88D0FBYWAm+NzVyO73eOqvr+aohytoRytoRytoRytoRytoRyrrioZtmjR6KLOc/qGAUqfMsTHx+Pn54e3t3eF4yEhIWRmZtKjRw8yMzMd4w8//DADBw6kR48ejnUMZ86cqfQ7QkNDWbZsGcuWLWPw4MFVrnn69Cmkpn5FdnY2/fqFM2rUGIYOHc60aZNJTFxBq1bevPDCLADWr1/DqlUrqVevHu7u7syYEa+FzyIiIiJyUZymYShbw1AmKCiIiRMnAqULm+Pi4hzTiM7l6enJmDFjKoy3aNGCuXPnMmfOHDIyMmjWrBl2u51x48ZVep1x48YRHR3NwIEDcXGp2vKRGTPiKh1/5ZX5FcaGDh3B0KEjqvR9IiIiIuKcbKZpmrVdhJR3MRu3ZWWdqqFqrkx6xGkN5WgN5WgN5WgN5WgN5WgN5Vh1NTElyWnekiQiIiIiIpfOaaYkXSlKSkwOzDIueE5+QVENVSMiIiIizk4NwxUkv6CI3Jz82i5DRERERJyIGoY6xsXFdt41DAdmGew+eIBp06Y4xv7zn5957LHH+fbbbzh48CcAcnNP4enZiEWLFtdIzSIiIiJy9XLKhiEwMJB27do5fjYMg4KCAgoLC4mOjnaM79mzh6ioKJKSkgDYvXs3/fr1Y+HChQQFBTnOy8rKIi4ujm+++QY3Nzd8fX2ZMmUK119/PXFxcWzbtg2bzYabmxt//etfad269WXX7ufn72gEiouL6dcvnP/3/+5h4MCHHOfMmzcXT0/Py/4OEREREZEyTtkwVLbrc3p6OqNHjy7XMJy783NCQgK33noriYmJjobBNE2eeuopIiMjmTt3LlDaaBw/fpzvvvuOzMxMPvnkE1xcXDh69CgNGjSw7D6++upLfH198fb2cYyZpsm6dSmVvl5VRERERORS6S1J/xUQEICXlxdpaWmOsaSkJAyjdAGyaZqsXr2aWbNmsWnTJgoKCgDYtm0b9erVY8iQIY7PBQYG0q1bN7KysmjRooVjzwVvb28aN25sWc0pKasJCeldbiwtbSdNmjSldWs/y75HRERERJyXUzYMZZu4lf1auXIlUDo1KTGxdP1Aamoqdrsdf39/AL766iuuu+46/Pz86N69Oxs2bABg7969dOzYsdLvCQsLY926dURERDBr1ix2795t2T2cPXuWzZs3cs89IeXGK2siREREREQul6Yk/YZhGAwePJiYmJgK05ESExMdTxvCw8NZsWIFoaGhF/web29vVq1axdatW9m2bRsjRozglVde4Y477rjs2u12DwDWrl3DTTd1JCDg1/UQRUVFbNy4nqVLP3Sc56xcXV2cPgMrKEdrKEdrKEdrKEdrKEdrKMeqq4kMnbJhOB8fHx98fX3Zvn07ycnJLFmyBChdXJycnMzatWt58803MU2T7OxscnNzadu2LatXrz7vNd3c3OjZsyc9e/akefPmpKSkVKlhKNvJb8WKT7j77pByO/tt27YFP7/rqV/fy+l3TdTOkdZQjtZQjtZQjtZQjtZQjtZQjlWnnZ5rgWEYxMfH4+fnh7e3NwBbtmyhQ4cObNiwgbVr17Ju3TpCQ0NJSUnhD3/4A4WFhSxdutRxjV27drF9+3a+++47MjIyACgpKeGHH37g2muvrXKNZ86c4csvt9OzZ3C58TVrkgkJufBTDxERERGRS+GUDcO5axjmzJnjOBYWFsa+ffsIDw93jCUmJhISUn6tQGhoKAkJCdhsNl577TU2b95MSEgIhmHw2muv0bJlS44fP87YsWPp06cP999/P66urgwdOrTK9devX5+VK9dUeHXqs88+T2TkgCpfX0RERESkjM00TbO2i5DyLrRxW1bWqRqu5sqkR5zWUI7WUI7WUI7WUI7WUI7WUI5VpylJIiIiIiJSq7TouY4pKTE5MMuo9Fh+QVENVyMiIiIizk4NQx2WX1BEbk5+bZchIiIiIk5MDUMd4+Jic6xh2Pp0V/70p2hOnDiOzebC/ff3Y+DAIUybNpmDB38CIDf3FJ6ejVi0aHFtli0iIiIiVymnbBgCAwNp166d42fDMCgoKKCwsJDo6GjH+J49e4iKiiIpKYm8vDxeeukltmzZgru7O3a7nUmTJtG5c+cK13v99df5+eefeeSRR5g/fz7BwaWvP3388cd59NFH6d69+0XV6erqylNP/Yn27Ttw+nQejz46jNtu687MmfGOc+bNm1vhbUkiIiIiIlZxyoahsp2e09PTGT16dLmG4be7PU+dOpXrrruO5ORkXFxcOHToEPv37z/v9X7++We8vb158803HQ3DpWrZsiU2WwMAPDwa4u/vz7FjmdxwQwAApmmybl0Kr7wy/7KuLyIiIiLye/SWpP8KCAjAy8uLtLQ0x1hSUhKGYXDw4EHS0tKYMGECLi6lkbVu3Zq77777gtfs0KEDjRo1YvPmzVWu78iR//Djjz9w002dHGNpaTtp0qQprVv7Vfn6IiIiIiKVccqG4dyN21auXAmUTk1KTCxdP5Camordbsff35+9e/cSGBiIq6vr715v3Lhx5Y6NHTuW+fOr9gTg9OnTPPvsJJ5+OpqGDX+dfpSSspqQkN5VuraIiIiIyIVoStJvGIbB4MGDiYmJKTcd6XKvB9CtWzcAduzYcVm1Nmx4DZMmTSYi4n4iIn6tp6ioiI0b17N06YfY7R6Xde2rmauri3KxgHK0hnK0hnK0hnK0hnK0hnKsuprI0CkbhvPx8fHB19eX7du3k5yczJIlSwBo27Yt33//PSUlJY4pSZfiiSeeYP78+dSrd2lxm6ZJTMxkfH39iIgYWG4Xv23btuDndz3163tph8RKaOdIayhHayhHayhHayhHayhHayjHqtNOz7XAMAzi4+Px8/PD29sbAD8/Pzp16sSrr76KaZoAHDhwgJSUlIu6Zo8ePcjJyeH777+/pFq++uorVq9eyddff8mIEQ8xYsRDbN26CYA1a5IJCQm9pOuJiIiIiFwqp3zCULbmoExQUBATJ04EICwsjLi4OKZOnVruMy+++CKzZs2iV69eNGjQALvdzjPPPHPR3/nEE0/w5JNPXlKd3bp1Y9OmyqcyPfvs85d0LRERERGRy2Ezy/7JXOqMso3bDswyyMo6VcvVXJn0iNMaytEaytEaytEaytEaytEayrHqamJKklM+YajLSkpMDswyAMgvKKrlakRERETE2alhqIP0VEFERERE6goteq6DWrRohKdXg9ouQ0REREREDUNd4+Jiwz8mkQbu9YiLm0GfPr0YNmyg4/jf//43IiPDKrw1SURERESkOjjllKTAwEDatWvn+NkwDAoKCigsLCQ6OtoxvmfPHqKiokhKSgJg9+7d9OvXj4ULFxIUFOQ4Lysri7i4OL755hvc3Nzw9fVlypQpXHPNNYSHh3PDDTdw9uxZunXrxvPPP3/RezmEh/elf/9BxMZOKzc+cOBDPPTQsKpEICIiIiJyUZyyYahsZ+b09HRGjx5drmE4d7fnhIQEbr31VhITEx0Ng2maPPXUU0RGRjJ37lygtNE4fvw43t7e+Pn5sWLFCoqKihg+fDgpKSmEhl7c/gldunTlyJH/VPV2RUREREQum6Yk/VdAQABeXl6kpaU5xpKSkjCM0jcWmabJ6tWrmTVrFps2baKgoACAbdu2Ua9ePYYMGeL4XGBgIN26dSt3/Xr16nHLLbfw008/VbnWjz9eyvDhg4mLm0FOTk6VryciIiIicj5O+YTh3I3bHn/8ccLDwzEMg8TERDp37kxqaip2ux1/f3+gdNfl6667Dj8/P7p3786GDRsIDQ1l7969dOzY8Xe/Mz8/n61btzJ+/PiLrtNu9yAvrwGuri7Y7R4ADB8+jAkTxmOz2Zg371XeemsesbEvXloATuC3mcnlU47WUI7WUI7WUI7WUI7WUI5VVxMZOmXDUNmUJChdyzB48GBiYmIqTEdKTEx0PG0IDw9nxYoVFzW16ODBg0RERGCz2bj33nvp2bPnRdeZnX2anJx8iotLHBty1KvnwalTpU83QkP7MGnSBG14UgltBGMN5WgN5WgN5WgN5WgN5WgN5Vh12rithvn4+ODr68v27dtJTk5myZIlABQXF5OcnMzatWt58803MU2T7OxscnNzadu2LatXrz7vNcvWMFjl2LFjNG/eHICNG9cRENDGsmuLiIiIiJxLDcM5DMMgPj4ePz8/vL29AdiyZQsdOnTg73//u+O8P//5z6SkpBAREcFf/vIXli5dysCBpa8/3bVrF2fOnOHaa6+tUi3Tp08hNfUrsrOz6dcvnFGjxrBz51fs3fsjNpsNb28fnnnm2Sp9h4iIiIjIhThlw3DuGoagoCAmTpwIQFhYGHFxcUydOtVxPDExkZCQkHLXCA0N5R//+AeRkZG89tprxMXF8dZbb+Hu7u54rWpVzZgRV2GsT5/IKl9XRERERORi2UzTNGu7CCnPPyaRA7MMsrJO1XYpVyzNibSGcrSGcrSGcrSGcrSGcrSGcqy6mljDoNeq1jElJSYHZhnkFxTVdikiIiIiImoY6qL8giJyc/JruwwRERERETUMdY2Li40G7vWIi5tBnz69GDZsoOPY2rUpDB06kKCg2/j++921WKWIiIiIOAunW/QcGBhIu3btHD8bhkFBQQGFhYVER0c7xvfs2UNUVBRJSUkEBwfTsGFDoPQVq7169WLcuHG4ublx+PBhwsPDueGGGzh79iydOnXixRdf5JprruHkyZOMHz+eb7/9ln79+jFt2rSLrjM8vC/9+w8iNvbXzwQEtCEubjazZ1dcDC0iIiIiUh2crmGobNO29PR0Ro8eXa5hOHfjtnfffZemTZuSl5fHtGnTeO6553jppZeAX/daKC4uZuTIkSQlJXH//ffj7u7O008/zd69e9m7d+8l1dmlS1eOHPlPuTF//xsu9XZFRERERKpEU5KAgIAAvLy8SEtLc4wlJSU5dnb+rYYNGzJjxgxSUlLIzs4ud8zV1ZWbb76ZjIwMADw8POjWrRvu7u7VewMiIiIiItXE6RqGsj0Yyn6tXLkSKJ2alJiYCEBqaip2ux1/f/9Kr+Hp6cl1113HTz/9VG68oKCAtLQ0goKCqvUeRERERERqiqYk/ZdhGAwePJiYmJgK05Eq89vtKw4ePEhERAQ//fQTvXv3pkOHDlWu0273IC+vAa6uLtjtHuWO1avniqdn/Qrj8qvKcpNLpxytoRytoRytoRytoRytoRyrriYydLqG4Xx8fHzw9fVl+/btJCcns2TJkvOem5uby88//4y/vz+nTp1yrGHIzMxk2LBhrFmzhnvvvbdK9WRnnyYnJ5/i4pIKm3EUFRWTm3tGG51cgDaCsYZytIZytIZytIZytIZytIZyrDpt3FbDDMMgPj4ePz8/vL29Kz0nLy+PGTNmEBISQuPGjcsda9myJRMnTuStt96qci3Tp0/hiSdGcvDgT/TrF05CwnI2bFhHv37hfPfdNzzzzASiop6q8veIiIiIiFyI0z1hKFvDUCYoKIiJEycCEBYWRlxcHFOnTq3wueHDh2OaJiUlJfTq1Ysnn3yy0uuHhIQwb948duzYQbdu3QgODiY3N5ezZ8+SkpLC22+/zY033vi7dc6YUfmrU3v2vOdiblNERERExBI287eT8aXOyMo6VdslXNH0iNMaytEaytEaytEaytEaytEayrHqNCVJRERERERqldNNSarrSkpMCs4W13YZIiIiIiKAnjCIiIiIiMgFqGGoY1xcbDRwr0dc3Az69OnFsGEDHcfWrk1h6NCBBAXdxvff767FKkVERETEWTjllKTAwEDatWvn+NkwDAoKCigsLCQ6OtoxvmfPHqKiovD09KSwsJBffvmFM2fO0KpVKwBef/11HnnkERo2bAhA48aNeemll/D19QXg6NGjzJgxg/3791NcXEzPnj2JiYnBzc3td2sMD+9L//6DiI2d5hgLCGhDXNxsZs+u/A1KIiIiIiJWc8qGobLdntPT0xk9enS5hqFsx+dx48YB8PHHH/Ptt98ybdq0cp999913adq0Ka+++irz588nNjYW0zR56qmnGDJkCPPnz6e4uJjnnnuO2bNnV/ra1nN16dKVI0f+U27M3/+Gy71lEREREZHLoilJ/xUQEICXlxdpaWmOsaSkJAzDuOhrdOnShYyMDAC2bduGu7s7/fv3B8DV1ZUpU6awYsUK8vLyrC1eRERERKSaOGXDULZ5W9mvlStXAqVTkxITEwFITU3Fbrfj7+9/0df9/PPPCQkJAWDv3r107Nix3HFPT098fX05ePCgNTciIiIiIlLNNCXpNwzDYPDgwcTExDimI12M4cOHc+zYMZo1a8aECRMAME0Tm81W4dyL3SfPbvcgL68Brq4u2O0e5Y7Vq+eKp2f9CuPyq8pyk0unHK2hHK2hHK2hHK2hHK2hHKuuJjJ0yobhfHx8fPD19WX79u0kJyezZMmSi/rcu+++i4eHBzExMbz66qtMnjyZtm3bkpycXO683Nxcjh8/zg03/P5ahOzs0+Tk5FNcXFJh976iomJyc89oZ8QL0M6R1lCO1lCO1lCO1lCO1lCO1lCOVaednmuBYRjEx8fj5+eHt7f3RX+ufv36TJkyheXLl5Odnc0dd9xBfn4+y5cvB6C4uJhZs2bx8MMPU79+/d+93vTpU3jiiZEcPPgT/fqFk5CwnA0b1tGvXzjfffcNzzwzgaiopy77PkVERERELoZTPmEoW8NQJigoiIkTJwIQFhZGXFzcRb3J6FwtW7akT58+fPDBB4wbN47XX3+dGTNm8MYbb3DixAnCw8MZO3bsRV1rxozKX53as+c9l1yXiIiIiMjlspkXO6lequTrr78mOjqaefPm0alTp989PyvrVA1UdfXSI05rKEdrKEdrKEdrKEdrKEdrKMeqq4kpSU75hKE2dO3alXXr1tV2GSIiIiIil0QNQx1TUmJScLa4tssQEREREQG06LlOys3Jr+0SREREREQANQwiIiIiInIBahhEREREROS81DCIiIiIiMh5qWEQEREREZHzUsMgIiIiIiLnpY3bRERERETkvPSEQUREREREzksNg4iIiIiInJcaBhEREREROS81DCIiIiIicl5qGERERERE5LzUMIiIiIiIyHmpYahDNm7cSO/evenVqxdvvfVWbZdT50yePJk77riDPn36OMays7MZOXIkoaGhjBw5kl9++QUA0zSJjY2lV69e9O3bl++++87xmWXLlhEaGkpoaCjLli2r8fuoTUeOHGHYsGGEhYVhGAbvvvsuoBwvVUFBAQMGDOD+++/HMAxeffVVAA4dOsSDDz5IaGgoEyZMoLCwEIDCwkImTJhAr169ePDBBzl8+LDjWn/729/o1asXvXv35vPPP6+V+6ltxcXFREZG8vjjjwPK8XIEBwfTt29fIiIieOCBBwD9d305cnJyGD9+PPfddx9hYWHs3LlTOV6i9PR0IiIiHL+6du3KokWLlONlWLRoEYZh0KdPH6KioigoKKi9Px9NqROKiorMe++91zx48KBZUFBg9u3b19y7d29tl1WnbN++3fz2229NwzAcYy+99JL5t7/9zTRN0/zb3/5mzp492zRN01y/fr05atQos6SkxNy5c6c5YMAA0zRN8+TJk2ZwcLB58uRJMzs72wwODjazs7Nr/mZqSUZGhvntt9+apmmap06dMkNDQ829e/cqx0tUUlJi5ubmmqZpmoWFheaAAQPMnTt3muPHjzcTEhJM0zTN5557zvzggw9M0zTN999/33zuuedM0zTNhIQE8+mnnzZN0zT37t1r9u3b1ywoKDAPHjxo3nvvvWZRUVEt3FHtevvtt82oqChzzJgxpmmayvEy3HPPPebx48fLjem/60s3adIkc+nSpaZpmmZBQYH5yy+/KMcqKCoqMu+8807z8OHDyvESHT161LznnnvM/Px80zRL/1z817/+VWt/PuoJQx2xa9curr/+elq3bo2bmxuGYbBmzZraLqtOue2222jcuHG5sTVr1hAZGQlAZGQkKSkp5cZtNhtdunQhJyeHzMxMNm3axF133YXdbqdx48bcddddTvWvkS1btqRjx44AeHp6EhAQQEZGhnK8RDabjYYNGwJQVFREUVERNpuNbdu20bt3bwD69evn+G947dq19OvXD4DevXuzdetWTNNkzZo1GIaBm5sbrVu35vrrr2fXrl21GLtykAAAB/NJREFUc1O15OjRo6xfv54BAwYApf/aqBytof+uL01ubi5ffvml43+Lbm5ueHl5Kccq2Lp1K61bt8bX11c5Xobi4mLOnDlDUVERZ86coUWLFrX256MahjoiIyMDb29vx8+tWrUiIyOjFiu6Mhw/fpyWLVsCpX8ZPnHiBFAxT29vbzIyMpTzbxw+fJg9e/bQuXNn5XgZiouLiYiI4M477+TOO++kdevWeHl5Ua9ePeDXrKA0Rx8fHwDq1atHo0aNOHnypHIE4uLieOaZZ3BxKf2/o5MnTyrHyzRq1CgeeOABlixZAujPx0t16NAhmjZtyuTJk4mMjOTZZ5/l9OnTyrEKEhMTHdOIleOladWqFY8++ij33HMPPXr0wNPTk44dO9ban49qGOoI0zQrjNlstlqo5OpwvjyVc6m8vDzGjx/PlClT8PT0PO95yvH8XF1dWbFiBRs2bGDXrl2kp6dXOKcsE+VYuXXr1tG0aVM6dep0wfOU4+/7xz/+wbJly1iwYAEffPABX3755XnPVY6VKyoqYvfu3QwZMoTly5fToEGDC64nVI4XVlhYyNq1a7nvvvsueJ5yrNwvv/zCmjVrWLNmDZ9//jn5+fls3Lixwnk19eejGoY6wtvbm6NHjzp+zsjIcHTicn7NmjUjMzMTgMzMTJo2bQpUzPPo0aO0bNlSOQNnz55l/Pjx9O3bl9DQUEA5VoWXlxfdu3cnNTWVnJwcioqKgF+zgtIcjxw5ApT+peTUqVPY7Xanz/Hrr79m7dq1BAcHExUV9f/buZuQqL89juMfwWCMhEZ7kNBNlqRhEWgZjpuZ0SJHpaQQAiFaCbmQosgKRAgqeiAGZxcRSNETWORiNmLiU0pUgkarzMGNCxsfUJucvncR/+FGzf/eCf6O3ft+rWZ+8+M353zh/H7z4Zw5Ghwc1OXLl6njb9i8ebOk72O5vLxcIyMjjOsEZWVlKSsrS7t375YkHTx4UGNjY9TxN/X09Gjnzp3asGGDJJ4zierv71d2drYyMjK0Zs0aVVRU6M2bN0m7PxIYVonCwkKNj48rFAopEomos7NTbrc72c1a9dxutzo6OiRJHR0d8ng8Pxw3M719+1bp6enatGmTXC6Xent7NTMzo5mZGfX29srlciWzCyvKzHThwgVt3bpVJ06ciB2njomZnp7W7OysJGlpaUn9/f3Kzc3Vvn37FAwGJX3f3eOvMex2u2M7fASDQZWUlCglJUVut1udnZ2KRCIKhUIaHx/Xrl27ktOpJDh9+rR6enrU1dWlmzdvqqSkRDdu3KCOCVpYWND8/HzsdV9fn7Zv3864TtDGjRuVlZUVmy0cGBhQbm4udfxNnZ2dqqysjL2njonZsmWL3r17p8XFRZmZBgYGtG3btuTdHxP+mzT+Md3d3VZRUWEej8cCgUCym7PqNDU1WWlpqRUUFFhZWZk9evTIpqenrb6+3srLy62+vt4+f/5sZt93sWlpaTGPx2M+n89GRkZi13n8+LF5vV7zer325MmTZHUnKYaHhy0vL898Pp9VV1dbdXW1dXd3U8cEvX//3mpqaszn81llZaX5/X4zM5uYmLDa2lrzer3W2NhoX758MTOzpaUla2xsNK/Xa7W1tTYxMRG7ViAQMI/HYxUVFdbd3Z2U/qwGg4ODsV2SqGNiJiYmrKqqyqqqquzQoUOx5wfjOnFjY2N2+PBh8/l81tDQYOFwmDr+hoWFBdu7d6/Nzs7GjlHHxN2+fdsOHDhglZWVdubMmdhOR8m4P6aY/WJxEwAAAACIJUkAAAAA/gaBAQAAAEBcBAYAAAAAcREYAAAAAMRFYAAAAAAQV2qyGwAA+P+Wn5+vvLy82Pu2tjZlZ2cnsUUAgH9HYAAAJJXD4dCzZ89W7PuWl5eVmsrjDwD+W9wxAQCr2tTUlJqamjQ/P69oNKqWlhYVFRWpp6dHt27dUjQaldPp1L179xQOh9Xc3KxQKKS0tDS1trZqx44d8vv9mpqa0uTkpJxOp65du6br169raGhIkUhEx48fV11dXbK7CgCrEoEBAJBUS0tLqqmpkSRlZ2erra3th89fvHghl8ulhoYGRaNRLS4uanp6WpcuXVJ7e7tycnIUDoclSX6/XwUFBQoEAhoYGNC5c+disxejo6O6f/++HA6HHj58qPT0dD19+lSRSER1dXUqLS1VTk7OynYeAP4ABAYAQFL9pyVJhYWFam5u1vLysrxer/Lz89XV1aWioqLYD/z169dLkl6/fi2/3y9J2r9/v8LhsObm5iRJbrdbDodDktTX16cPHz4oGAxKkubm5vTp0ycCAwD8AoEBALCqFRcXq729XS9fvtTZs2d18uRJpaenKyUl5adzzeynY3+dl5aW9sN5Fy9eVFlZ2T/XcAD4H8G2qgCAVW1yclKZmZk6duyYamtrNTo6qj179mh4eFihUEiSYkuSiouL9fz5c0nSq1ev5HQ6tW7dup+u6XK59ODBA339+lWS9PHjRy0sLKxQjwDgz8IMAwBgVRsaGtKdO3eUmpqqtWvX6urVq8rIyFBra6saGxv17ds3ZWZm6u7duzp16pTOnz+vqqoqpaWl6cqVK7+85tGjRzU5OakjR47IzOR0OhUIBFa4ZwDwZ0ixX83fAgAAAIBYkgQAAADgbxAYAAAAAMRFYAAAAAAQF4EBAAAAQFwEBgAAAABxERgAAAAAxEVgAAAAABAXgQEAAABAXP8CKSGkg2GhpIgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "ax = xgb.plot_importance(bst, ax=ax, height=0.9, importance_type = \"weight\" )\n",
    "ax.grid(\"on\", axis=\"y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'xgb.pickel.dat'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-35-e2a270276050>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbst\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'xgb.pickel.dat'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'xgb.pickel.dat'"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "\n",
    "\n",
    "pickle.dump(bst,open('/home/cwshpmu2282/Desktop/EVRangePrediction/model/xgb.pickel.dat'),'rb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "rnd_clf = RandomForestRegressor(n_estimators=500, n_jobs=-1, random_state=42)\n",
    "rnd_clf.fit(X,y)\n",
    "\n",
    "importances = rnd_clf.feature_importances_\n",
    "\n",
    "for name, importance in zip(X, rnd_clf.feature_importances_):\n",
    "    print(name, \"=\", importance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
